{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 基本模块\n",
    "import pandas as pd\n",
    "import requests_html\n",
    "from requests_html import HTMLSession\n",
    "from urllib.parse import urlparse, parse_qs\n",
    "import urllib.parse"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 解析URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://www.51job.com/\"\n",
    "session = HTMLSession()\n",
    "r = session.get(url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "分类_xpath = '//div[@class=\"cn hlist\"]//div[@class=\"e\"]//p[@class=\"tie\"]//a'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<Element 'a' target='_blank' title='互联网/电子商务' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='金融/投资/证券' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='汽车' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>,\n",
       " <Element 'a' target='_blank' title='房地产' track-type='indKeyword' href='https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.html.xpath(分类_xpath)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 行业分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类 = [list(i.absolute_links)[0] for i in r.html.xpath(分类_xpath)]\n",
    "行业分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '互联网/电子商务', 1: '金融/投资/证券', 2: '汽车', 3: '房地产'}"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_str = [\"互联网/电子商务\",\"金融/投资/证券\",\"汽车\",\"房地产\"]\n",
    "{k:i for k,i in enumerate(行业分类_str)}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电子商务': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare='],\n",
       " '金融/投资/证券': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare='],\n",
       " '汽车': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare='],\n",
       " '房地产': ['lang=c',\n",
       "  'stype=1',\n",
       "  'postchannel=0000',\n",
       "  'workyear=99',\n",
       "  'cotype=99°reefrom=99',\n",
       "  'jobterm=99',\n",
       "  'companysize=99',\n",
       "  'lonlat=0%2C0',\n",
       "  'radius=-1',\n",
       "  'ord_field=0',\n",
       "  'confirmdate=9',\n",
       "  'fromType=',\n",
       "  'dibiaoid=0',\n",
       "  'address=',\n",
       "  'line=',\n",
       "  'specialarea=00',\n",
       "  'from=',\n",
       "  'welfare=']}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_dict = {i:行业分类[k].split('?')[1].split('&') for k,i in enumerate(行业分类_str)}\n",
    "行业分类_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>lang=c</td>\n",
       "      <td>lang=c</td>\n",
       "      <td>lang=c</td>\n",
       "      <td>lang=c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>stype=1</td>\n",
       "      <td>stype=1</td>\n",
       "      <td>stype=1</td>\n",
       "      <td>stype=1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>postchannel=0000</td>\n",
       "      <td>postchannel=0000</td>\n",
       "      <td>postchannel=0000</td>\n",
       "      <td>postchannel=0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>workyear=99</td>\n",
       "      <td>workyear=99</td>\n",
       "      <td>workyear=99</td>\n",
       "      <td>workyear=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "      <td>cotype=99°reefrom=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>jobterm=99</td>\n",
       "      <td>jobterm=99</td>\n",
       "      <td>jobterm=99</td>\n",
       "      <td>jobterm=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>companysize=99</td>\n",
       "      <td>companysize=99</td>\n",
       "      <td>companysize=99</td>\n",
       "      <td>companysize=99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "      <td>lonlat=0%2C0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>radius=-1</td>\n",
       "      <td>radius=-1</td>\n",
       "      <td>radius=-1</td>\n",
       "      <td>radius=-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>ord_field=0</td>\n",
       "      <td>ord_field=0</td>\n",
       "      <td>ord_field=0</td>\n",
       "      <td>ord_field=0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>confirmdate=9</td>\n",
       "      <td>confirmdate=9</td>\n",
       "      <td>confirmdate=9</td>\n",
       "      <td>confirmdate=9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>fromType=</td>\n",
       "      <td>fromType=</td>\n",
       "      <td>fromType=</td>\n",
       "      <td>fromType=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>dibiaoid=0</td>\n",
       "      <td>dibiaoid=0</td>\n",
       "      <td>dibiaoid=0</td>\n",
       "      <td>dibiaoid=0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>address=</td>\n",
       "      <td>address=</td>\n",
       "      <td>address=</td>\n",
       "      <td>address=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>line=</td>\n",
       "      <td>line=</td>\n",
       "      <td>line=</td>\n",
       "      <td>line=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>specialarea=00</td>\n",
       "      <td>specialarea=00</td>\n",
       "      <td>specialarea=00</td>\n",
       "      <td>specialarea=00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>from=</td>\n",
       "      <td>from=</td>\n",
       "      <td>from=</td>\n",
       "      <td>from=</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>welfare=</td>\n",
       "      <td>welfare=</td>\n",
       "      <td>welfare=</td>\n",
       "      <td>welfare=</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                互联网/电子商务              金融/投资/证券                    汽车  \\\n",
       "0                 lang=c                lang=c                lang=c   \n",
       "1                stype=1               stype=1               stype=1   \n",
       "2       postchannel=0000      postchannel=0000      postchannel=0000   \n",
       "3            workyear=99           workyear=99           workyear=99   \n",
       "4   cotype=99°reefrom=99  cotype=99°reefrom=99  cotype=99°reefrom=99   \n",
       "5             jobterm=99            jobterm=99            jobterm=99   \n",
       "6         companysize=99        companysize=99        companysize=99   \n",
       "7           lonlat=0%2C0          lonlat=0%2C0          lonlat=0%2C0   \n",
       "8              radius=-1             radius=-1             radius=-1   \n",
       "9            ord_field=0           ord_field=0           ord_field=0   \n",
       "10         confirmdate=9         confirmdate=9         confirmdate=9   \n",
       "11             fromType=             fromType=             fromType=   \n",
       "12            dibiaoid=0            dibiaoid=0            dibiaoid=0   \n",
       "13              address=              address=              address=   \n",
       "14                 line=                 line=                 line=   \n",
       "15        specialarea=00        specialarea=00        specialarea=00   \n",
       "16                 from=                 from=                 from=   \n",
       "17              welfare=              welfare=              welfare=   \n",
       "\n",
       "                     房地产  \n",
       "0                 lang=c  \n",
       "1                stype=1  \n",
       "2       postchannel=0000  \n",
       "3            workyear=99  \n",
       "4   cotype=99°reefrom=99  \n",
       "5             jobterm=99  \n",
       "6         companysize=99  \n",
       "7           lonlat=0%2C0  \n",
       "8              radius=-1  \n",
       "9            ord_field=0  \n",
       "10         confirmdate=9  \n",
       "11             fromType=  \n",
       "12            dibiaoid=0  \n",
       "13              address=  \n",
       "14                 line=  \n",
       "15        specialarea=00  \n",
       "16                 from=  \n",
       "17              welfare=  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_df = pd.DataFrame(行业分类_dict)\n",
    "行业分类_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电子商务': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '32',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '金融/投资/证券': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '03',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '汽车': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '33',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='],\n",
       " '房地产': ['https://search.51job.com/list/030200',\n",
       "  '000000',\n",
       "  '0000',\n",
       "  '26',\n",
       "  '9',\n",
       "  '99',\n",
       "  '%2B',\n",
       "  '2',\n",
       "  '1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_dict_1 = {i:行业分类[k].split(',') for k,i in enumerate(行业分类_str)}\n",
    "行业分类_dict_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "      <td>https://search.51job.com/list/030200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "      <td>000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "      <td>0000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32</td>\n",
       "      <td>03</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "      <td>%2B</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "      <td>1.html?lang=c&amp;stype=1&amp;postchannel=0000&amp;workyea...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            互联网/电子商务  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 32   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                            金融/投资/证券  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 03   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                  汽车  \\\n",
       "0               https://search.51job.com/list/030200   \n",
       "1                                             000000   \n",
       "2                                               0000   \n",
       "3                                                 33   \n",
       "4                                                  9   \n",
       "5                                                 99   \n",
       "6                                                %2B   \n",
       "7                                                  2   \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...   \n",
       "\n",
       "                                                 房地产  \n",
       "0               https://search.51job.com/list/030200  \n",
       "1                                             000000  \n",
       "2                                               0000  \n",
       "3                                                 26  \n",
       "4                                                  9  \n",
       "5                                                 99  \n",
       "6                                                %2B  \n",
       "7                                                  2  \n",
       "8  1.html?lang=c&stype=1&postchannel=0000&workyea...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_df_1 = pd.DataFrame(行业分类_dict_1)\n",
    "行业分类_df_1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>互联网/电子商务</th>\n",
       "      <th>金融/投资/证券</th>\n",
       "      <th>汽车</th>\n",
       "      <th>房地产</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>32</td>\n",
       "      <td>03</td>\n",
       "      <td>33</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  互联网/电子商务 金融/投资/证券  汽车 房地产\n",
       "3       32       03  33  26"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_df_1.loc[[3]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['32', '03', '33', '26']"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "industries_list = 行业分类_df_1[3:4].T[3].to_list()\n",
    "industries_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['互联网/电子商务', '金融/投资/证券', '汽车', '房地产']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_名称 = 行业分类_df.columns.to_list()\n",
    "行业分类_名称"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'互联网/电子商务': '32', '金融/投资/证券': '03', '汽车': '33', '房地产': '26'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "分类_参数构建 = {行业分类_名称[i]:industries_list[i] for i in range(len(industries_list))}\n",
    "分类_参数构建"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,0000,32,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,03,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,33,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,0000,26,9,99,%2B,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类 = [list(i.absolute_links)[0] for i in r.html.xpath(分类_xpath)]\n",
    "行业分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'01': '计算机软件',\n",
       " 37: '计算机硬件',\n",
       " 38: '计算机服务(系统、数据服务、维修)',\n",
       " 31: '通信/电信/网络设备',\n",
       " 39: '通信/电信运营、增值服务',\n",
       " 32: '互联网/电子商务',\n",
       " 40: '网络游戏',\n",
       " '02': '电子技术/半导体/集成电路',\n",
       " 35: '仪器仪表/工业自动化',\n",
       " 41: '会计/审计',\n",
       " '03': '金融/投资/证券',\n",
       " 42: '银行',\n",
       " 43: '保险',\n",
       " 62: '信托/担保/拍卖/典当',\n",
       " '04': '贸易/进出口',\n",
       " 22: '批发/零售',\n",
       " '05': '快速消费品(食品、饮料、化妆品)',\n",
       " '06': '服装/纺织/皮革',\n",
       " 44: '家具/家电/玩具/礼品',\n",
       " 60: '奢侈品/收藏品/工艺品/珠宝',\n",
       " 45: '办公用品及设备',\n",
       " 14: '机械/设备/重工',\n",
       " 33: '汽车',\n",
       " 65: '汽车零配件',\n",
       " '08': '制药/生物工程',\n",
       " 46: '医疗/护理/卫生',\n",
       " 47: '医疗设备/器械',\n",
       " 12: '广告',\n",
       " 48: '公关/市场推广/会展',\n",
       " 49: '影视/媒体/艺术/文化传播',\n",
       " 13: '文字媒体/出版',\n",
       " 15: '印刷/包装/造纸',\n",
       " 26: '房地产',\n",
       " '09': '建筑/建材/工程',\n",
       " 50: '家居/室内设计/装潢',\n",
       " 51: '物业管理/商业中心',\n",
       " 34: '中介服务',\n",
       " 63: '租赁服务',\n",
       " '07': '专业服务(咨询、人力资源、财会)',\n",
       " 59: '外包服务',\n",
       " 52: '检测，认证',\n",
       " 18: '法律',\n",
       " 23: '教育/培训/院校',\n",
       " 24: '学术/科研',\n",
       " 11: '餐饮业',\n",
       " 53: '酒店/旅游',\n",
       " 17: '娱乐/休闲/体育',\n",
       " 54: '美容/保健',\n",
       " 27: '生活服务',\n",
       " 21: '交通/运输/物流',\n",
       " 55: '航天/航空',\n",
       " 19: '石油/化工/矿产/地质',\n",
       " 16: '采掘业/冶炼',\n",
       " 36: '电气/电力/水利',\n",
       " 61: '新能源',\n",
       " 56: '原材料和加工',\n",
       " 28: '政府/公共事业',\n",
       " 57: '非营利组织',\n",
       " 20: '环保',\n",
       " 29: '农/林/牧/渔',\n",
       " 58: '多元化业务集团公司'}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业分类_str = {\"01\":\"计算机软件\",37:\"计算机硬件\",38:\"计算机服务(系统、数据服务、维修)\",31:\"通信/电信/网络设备\",39:\"通信/电信运营、增值服务\",32:\"互联网/电子商务\",40:\"网络游戏\",\"02\":\"电子技术/半导体/集成电路\",35:\"仪器仪表/工业自动化\",41:\"会计/审计\",\"03\":\"金融/投资/证券\",42:\"银行\",43:\"保险\",62:\"信托/担保/拍卖/典当\",\"04\":\"贸易/进出口\",22:\"批发/零售\",\"05\":\"快速消费品(食品、饮料、化妆品)\",\"06\":\"服装/纺织/皮革\",44:\"家具/家电/玩具/礼品\",60:\"奢侈品/收藏品/工艺品/珠宝\",45:\"办公用品及设备\",14:\"机械/设备/重工\",33:\"汽车\",65:\"汽车零配件\",\"08\":\"制药/生物工程\",46:\"医疗/护理/卫生\",47:\"医疗设备/器械\",12:\"广告\",48:\"公关/市场推广/会展\",49:\"影视/媒体/艺术/文化传播\",13:\"文字媒体/出版\",15:\"印刷/包装/造纸\",26:\"房地产\",\"09\":\"建筑/建材/工程\",50:\"家居/室内设计/装潢\",51:\"物业管理/商业中心\",34:\"中介服务\",63:\"租赁服务\",\"07\":\"专业服务(咨询、人力资源、财会)\",59:\"外包服务\",52:\"检测，认证\",18:\"法律\",23:\"教育/培训/院校\",24:\"学术/科研\",11:\"餐饮业\",53:\"酒店/旅游\",17:\"娱乐/休闲/体育\",54:\"美容/保健\",27:\"生活服务\",21:\"交通/运输/物流\",55:\"航天/航空\",19:\"石油/化工/矿产/地质\",16:\"采掘业/冶炼\",36:\"电气/电力/水利\",61:\"新能源\",56:\"原材料和加工\",28:\"政府/公共事业\",57:\"非营利组织\",20:\"环保\",29:\"农/林/牧/渔\",58:\"多元化业务集团公司\"}\n",
    "行业分类_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'计算机软件': '01',\n",
       " '计算机硬件': 37,\n",
       " '计算机服务(系统、数据服务、维修)': 38,\n",
       " '通信/电信/网络设备': 31,\n",
       " '通信/电信运营、增值服务': 39,\n",
       " '互联网/电子商务': 32,\n",
       " '网络游戏': 40,\n",
       " '电子技术/半导体/集成电路': '02',\n",
       " '仪器仪表/工业自动化': 35,\n",
       " '会计/审计': 41,\n",
       " '金融/投资/证券': '03',\n",
       " '银行': 42,\n",
       " '保险': 43,\n",
       " '信托/担保/拍卖/典当': 62,\n",
       " '贸易/进出口': '04',\n",
       " '批发/零售': 22,\n",
       " '快速消费品(食品、饮料、化妆品)': '05',\n",
       " '服装/纺织/皮革': '06',\n",
       " '家具/家电/玩具/礼品': 44,\n",
       " '奢侈品/收藏品/工艺品/珠宝': 60,\n",
       " '办公用品及设备': 45,\n",
       " '机械/设备/重工': 14,\n",
       " '汽车': 33,\n",
       " '汽车零配件': 65,\n",
       " '制药/生物工程': '08',\n",
       " '医疗/护理/卫生': 46,\n",
       " '医疗设备/器械': 47,\n",
       " '广告': 12,\n",
       " '公关/市场推广/会展': 48,\n",
       " '影视/媒体/艺术/文化传播': 49,\n",
       " '文字媒体/出版': 13,\n",
       " '印刷/包装/造纸': 15,\n",
       " '房地产': 26,\n",
       " '建筑/建材/工程': '09',\n",
       " '家居/室内设计/装潢': 50,\n",
       " '物业管理/商业中心': 51,\n",
       " '中介服务': 34,\n",
       " '租赁服务': 63,\n",
       " '专业服务(咨询、人力资源、财会)': '07',\n",
       " '外包服务': 59,\n",
       " '检测，认证': 52,\n",
       " '法律': 18,\n",
       " '教育/培训/院校': 23,\n",
       " '学术/科研': 24,\n",
       " '餐饮业': 11,\n",
       " '酒店/旅游': 53,\n",
       " '娱乐/休闲/体育': 17,\n",
       " '美容/保健': 54,\n",
       " '生活服务': 27,\n",
       " '交通/运输/物流': 21,\n",
       " '航天/航空': 55,\n",
       " '石油/化工/矿产/地质': 19,\n",
       " '采掘业/冶炼': 16,\n",
       " '电气/电力/水利': 36,\n",
       " '新能源': 61,\n",
       " '原材料和加工': 56,\n",
       " '政府/公共事业': 28,\n",
       " '非营利组织': 57,\n",
       " '环保': 20,\n",
       " '农/林/牧/渔': 29,\n",
       " '多元化业务集团公司': 58}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业_参数构建 = {value:key for key,value in 行业分类_str.items()}\n",
    "行业_参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 职能分类"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'0100': '后端开发',\n",
       " '0121': 'Java开发工程师',\n",
       " '0120': 'PHP开发工程师',\n",
       " '0122': 'C/C++开发工程师',\n",
       " '0124': 'Python开发工程师',\n",
       " '0126': '.NET开发工程师',\n",
       " '0153': 'C#开发工程师',\n",
       " '0151': 'Ruby开发工程师',\n",
       " '0152': 'Go开发工程师',\n",
       " '0130': '大数据开发工程师',\n",
       " '0129': 'Hadoop工程师',\n",
       " '0131': '爬虫开发工程师',\n",
       " '0132': '脚本开发工程师',\n",
       " '0133': '多媒体开发工程师',\n",
       " '0155': 'GIS工程师',\n",
       " '0154': '全栈工程师',\n",
       " '0117': 'ERP技术开发',\n",
       " '0128': '区块链开发',\n",
       " '0106': '高级软件工程师',\n",
       " '0107': '软件工程师',\n",
       " '0143': '系统架构设计师',\n",
       " '0123': '系统分析员',\n",
       " '0149': '技术文员/助理',\n",
       " '0150': '技术文档工程师',\n",
       " '0142': '其他',\n",
       " 7700: '移动开发',\n",
       " 7701: 'Android开发工程师',\n",
       " 7702: 'iOS开发工程师',\n",
       " 7705: '小程序开发工程师',\n",
       " 7703: '移动开发工程师',\n",
       " 7704: '其他',\n",
       " 7200: '前端开发',\n",
       " 7201: 'Web前端开发',\n",
       " 7202: 'HTML5开发工程师',\n",
       " 7203: '其他',\n",
       " 7300: '人工智能',\n",
       " 7301: '机器学习工程师',\n",
       " 7302: '深度学习工程师',\n",
       " 7303: '图像算法工程师',\n",
       " 7304: '图像处理工程师',\n",
       " 7305: '图像识别工程师',\n",
       " 7306: '语音识别工程师',\n",
       " 7307: '机器视觉工程师',\n",
       " 7308: '自然语言处理(NLP)',\n",
       " 7309: '算法工程师',\n",
       " 7310: '推荐算法工程师',\n",
       " 7311: '搜索算法工程师',\n",
       " 7312: '其他',\n",
       " 7800: '游戏',\n",
       " 7801: '游戏策划师',\n",
       " 7802: '游戏系统策划',\n",
       " 7803: '游戏数值策划',\n",
       " 7804: '游戏关卡策划',\n",
       " 7805: '游戏文案策划/剧情策划',\n",
       " 7806: '游戏界面设计师',\n",
       " 7820: '游戏角色设计师',\n",
       " 7817: '游戏特效设计师',\n",
       " 7822: 'UE4特效师',\n",
       " 7818: '游戏动作设计师',\n",
       " 7819: '游戏场景设计师',\n",
       " 7807: '游戏原画师',\n",
       " 7808: '游戏动画师',\n",
       " 7809: '游戏开发工程师',\n",
       " 7810: 'Cocos2d-x开发工程师',\n",
       " 7811: 'Unity3d开发工程师',\n",
       " 7823: 'UE4开发工程师',\n",
       " 7812: '游戏客户端开发工程师',\n",
       " 7813: '游戏服务端开发工程师',\n",
       " 7821: '游戏测试',\n",
       " 7814: '游戏运营',\n",
       " 7815: '电子竞技运营',\n",
       " 7816: '其他',\n",
       " 7400: '视觉/交互设计',\n",
       " 7420: '平面设计总监',\n",
       " 7421: '平面设计经理/主管',\n",
       " 7413: '平面设计师',\n",
       " 7419: '美工/电商设计师',\n",
       " 7412: 'UI设计师',\n",
       " 7403: '视觉设计师',\n",
       " 7401: '网页设计师',\n",
       " 7404: '用户体验（UE/UX）设计师',\n",
       " 7402: '交互设计师',\n",
       " 7422: '动画/3D设计',\n",
       " 7407: '特效设计师',\n",
       " 7418: '原画师',\n",
       " 7417: '绘画',\n",
       " 7416: '多媒体设计',\n",
       " 7406: 'Flash设计师',\n",
       " 7408: '音效设计师',\n",
       " 7409: '计算机辅助设计工程师',\n",
       " 7410: '仿真应用工程师',\n",
       " 7405: '网站架构设计师',\n",
       " 7411: '其他',\n",
       " '0900': '工业/艺术设计',\n",
       " '0919': '工业设计/产品设计',\n",
       " '0927': '包装设计',\n",
       " '0925': '展览/展示/店面设计',\n",
       " '0940': '家具设计',\n",
       " '0941': '家居设计',\n",
       " '0934': '照明设计',\n",
       " '0936': '陈列设计',\n",
       " '0920': '工艺品/珠宝设计鉴定',\n",
       " '0929': '玩具设计',\n",
       " '0921': '其他',\n",
       " 2700: '测试',\n",
       " 2707: '软件测试工程师',\n",
       " 2718: '功能测试',\n",
       " 2719: '性能测试',\n",
       " 2724: '安全测试',\n",
       " 2720: '自动化测试',\n",
       " 2721: '移动端测试',\n",
       " 2722: '测试开发',\n",
       " 2726: '测试总监',\n",
       " 2705: '测试经理',\n",
       " 2723: '测试主管',\n",
       " 2706: '系统测试',\n",
       " 2704: '标准化工程师',\n",
       " 2725: '测试工程师',\n",
       " 2711: '其他',\n",
       " 7900: '运维/技术支持',\n",
       " 7901: '运维工程师',\n",
       " 7920: '自动化运维工程师',\n",
       " 7902: '系统工程师',\n",
       " 7903: '数据库工程师(DBA)',\n",
       " 7904: '系统集成工程师',\n",
       " 7905: 'ERP实施顾问',\n",
       " 7906: '网络安全工程师',\n",
       " 7915: '运维开发',\n",
       " 7907: '网站维护工程师',\n",
       " 7908: '技术支持/维护经理',\n",
       " 7909: '技术支持/维护工程师',\n",
       " 7910: '配置管理工程师',\n",
       " 7912: 'IT经理/IT主管',\n",
       " 7913: '网络工程师(IT工程师)',\n",
       " 7914: '网络管理(Helpdesk)',\n",
       " 7916: '网络维修',\n",
       " 7917: '手机维修',\n",
       " 7918: '电脑维修',\n",
       " 7919: '其他',\n",
       " 7500: '数据',\n",
       " 7502: '数据分析经理/主管',\n",
       " 7501: '数据分析师',\n",
       " 7503: 'ETL开发工程师',\n",
       " 7504: 'BI工程师',\n",
       " 7505: '数据仓库工程师',\n",
       " 7506: '数据采集工程师',\n",
       " 7507: '数据建模工程师',\n",
       " 7508: '数据治理工程师',\n",
       " 7509: '其他',\n",
       " 6600: '产品',\n",
       " 6604: '产品总监',\n",
       " 6602: '产品经理/主管',\n",
       " 6605: '互联网产品经理',\n",
       " 6606: '移动产品经理',\n",
       " 6607: '用户产品经理',\n",
       " 6608: '电商产品经理',\n",
       " 6601: '产品专员',\n",
       " 6603: '产品助理',\n",
       " 6609: '需求工程师',\n",
       " 6610: '其他',\n",
       " 8000.0: '运营',\n",
       " 8050: '运营总监',\n",
       " 8049: '运营经理',\n",
       " 8048: '运营主管',\n",
       " 8047: '运营专员',\n",
       " 8053: '运营助理',\n",
       " 8030: '网站运营总监',\n",
       " 8003: '网站运营经理/主管',\n",
       " 8016: '网站运营专员',\n",
       " 8032: '网络推广总监',\n",
       " 8033: '网络推广经理/主管',\n",
       " 8034: '网络推广专员',\n",
       " 8024: 'SEO/SEM',\n",
       " 8046: '信息流优化师',\n",
       " 8010: '新媒体运营',\n",
       " 8059: '直播运营',\n",
       " 8055: '微信运营',\n",
       " 8054: '微博运营',\n",
       " 8041: '用户运营',\n",
       " 8058: '社区/社群运营',\n",
       " 8042: '活动运营',\n",
       " 8043: '内容运营',\n",
       " 8051: '品类运营',\n",
       " 8044: '数据运营',\n",
       " 8045: '线下运营',\n",
       " 8057: '产品运营',\n",
       " 8007: '网站编辑',\n",
       " 8052: '内容审核',\n",
       " 8006: '网站策划',\n",
       " 8011: '其他',\n",
       " 6100: '电子商务',\n",
       " 6111: '电商总监',\n",
       " 6110: '电商经理/电商主管',\n",
       " 6109: '电商专员',\n",
       " 6102: '电商运营',\n",
       " 6112: '跨境电商运营',\n",
       " 6101: '网店店长',\n",
       " 6103: '网店店铺管理员',\n",
       " 6104: '网店客服',\n",
       " 6105: '店铺推广',\n",
       " 6107: '网店模特',\n",
       " 6108: '其他',\n",
       " 2600: '技术管理',\n",
       " 2611: '首席技术执行官CTO',\n",
       " 2612: '首席信息官CIO',\n",
       " 2602: '技术总监/经理',\n",
       " 2605: '项目总监',\n",
       " 2606: '项目经理',\n",
       " 2607: '项目主管',\n",
       " 2608: '项目执行/协调人员',\n",
       " 2610: '项目助理',\n",
       " 2609: '其他',\n",
       " 6700: '半导体/芯片',\n",
       " 6701: '集成电路IC设计/应用工程师',\n",
       " 6727: '芯片架构工程师',\n",
       " 6728: 'FPGA开发工程师',\n",
       " 6729: 'MEMS工程师',\n",
       " 6730: '射频芯片设计',\n",
       " 6731: '模拟芯片工程师',\n",
       " 6722: '版图设计工程师',\n",
       " 6732: '模拟版图工程师',\n",
       " 6733: '数字前端工程师',\n",
       " 6702: 'IC验证工程师',\n",
       " 6734: 'FPGA原型验证工程师',\n",
       " 6735: 'EDA工程师',\n",
       " 6736: '可测性设计工程师(DFT)',\n",
       " 6737: '数字后端工程师',\n",
       " 6738: '芯片测试工程师',\n",
       " 6712: 'FAE 现场应用工程师',\n",
       " 6723: '半导体工艺工程师',\n",
       " 6740: '工艺整合工程师(PIE)',\n",
       " 6739: '半导体设备工程师',\n",
       " 6741: '失效分析工程师(FA)',\n",
       " 6760: '封装工程师',\n",
       " 6744: '封装研发工程师',\n",
       " 6750: '半导体测试工程师',\n",
       " 6746: '芯片销售工程师',\n",
       " 6761: '半导体器件工程师',\n",
       " 6747: '半导体文档工程师',\n",
       " 6748: '半导体产品经理/产品工程师',\n",
       " 6707: '半导体技术',\n",
       " 6749: '其他',\n",
       " 2900: '电子/电器/仪器仪表',\n",
       " 2903: '电子工程师/技术员',\n",
       " 2964: 'PCB工程师',\n",
       " 2917: '电子技术研发工程师',\n",
       " 2909: '电子软件开发(ARM/MCU...)',\n",
       " 2962: '电子元器件工程师',\n",
       " 2951: '电子工艺工程师',\n",
       " 2965: 'SMT工程师',\n",
       " 2959: '电子设备工程师',\n",
       " 2920: '电子/电器维修工程师/技师',\n",
       " 2910: '嵌入式软件开发(Linux/单片机/PLC/DSP…)',\n",
       " 2919: '嵌入式硬件开发(主板机…)',\n",
       " 2955: '硬件工程师',\n",
       " 2956: '高级硬件工程师',\n",
       " 2957: '硬件测试工程师',\n",
       " 2904: '电气工程师/技术员',\n",
       " 2966: 'PLC工程师',\n",
       " 2905: '电路工程师/技术员(模拟/数字)',\n",
       " 2906: '电声/音响工程师/技术员',\n",
       " 2911: '电池/电源开发',\n",
       " 2914: '仪器/仪表/计量分析师',\n",
       " 2958: '计量工程师',\n",
       " 2918: '激光/光电子技术',\n",
       " 2921: '变压器与磁电工程师',\n",
       " 2913: '家用电器/数码产品研发',\n",
       " 2908: '自动控制工程师/技术员',\n",
       " 2963: '机器人调试工程师',\n",
       " 2925: '安防系统工程师',\n",
       " 2952: '电子销售工程师',\n",
       " 2953: '电子文档工程师',\n",
       " 2954: '电子产品经理/产品工程师',\n",
       " 2916: '其他',\n",
       " 2800: '通信技术开发及应用',\n",
       " 2801: '通信技术工程师',\n",
       " 2803: '无线通信工程师',\n",
       " 2802: '有线传输工程师',\n",
       " 2815: '射频工程师',\n",
       " 2805: '数据通信工程师',\n",
       " 2807: '通信网络工程师',\n",
       " 2819: '核心网工程师',\n",
       " 2818: '基站工程师',\n",
       " 2820: '通信设备工程师',\n",
       " 2808: '通信电源工程师',\n",
       " 2804: '电信交换工程师',\n",
       " 2814: '光通信工程师',\n",
       " 2816: '通信测试工程师',\n",
       " 2817: '通信销售工程师',\n",
       " 2812: '通信文档工程师',\n",
       " 2813: '通信产品经理/产品工程师',\n",
       " 2821: '通信项目管理',\n",
       " 2809: '其他',\n",
       " '0200': '销售管理',\n",
       " '0201': '销售总监',\n",
       " '0202': '销售经理',\n",
       " '0203': '销售主管',\n",
       " '0232': '业务拓展主管/经理',\n",
       " '0233': '渠道/分销总监',\n",
       " '0207': '渠道/分销经理',\n",
       " '0220': '渠道/分销主管',\n",
       " '0235': '大客户管理',\n",
       " '0208': '客户经理/主管',\n",
       " '0230': '区域销售总监',\n",
       " '0226': '区域销售经理',\n",
       " '0236': '区域销售主管',\n",
       " '0237': '城市经理',\n",
       " '0234': '团购经理/主管',\n",
       " '0231': '其他',\n",
       " 3000.0: '销售人员',\n",
       " 3009: '大客户销售',\n",
       " 3001: '销售代表',\n",
       " 3014: '区域销售代表',\n",
       " 3002: '渠道/分销专员',\n",
       " 3003: '客户代表',\n",
       " 3004: '销售工程师',\n",
       " 3005: '电话销售',\n",
       " 3017: '地推专员',\n",
       " 3016: '门店销售',\n",
       " 3015: '海外销售',\n",
       " 3010: '网络销售/在线销售',\n",
       " 3013: '直播销售',\n",
       " 3008: '团购业务员',\n",
       " 3006: '经销商',\n",
       " 3011: '会籍顾问',\n",
       " 3012: '销售助理',\n",
       " 3007: '其他',\n",
       " 3100: '销售行政及商务',\n",
       " 3101: '销售行政经理/主管',\n",
       " 3102: '销售行政专员',\n",
       " 3108: '业务分析经理/主管',\n",
       " 3109: '业务分析专员/助理',\n",
       " 3103: '商务经理',\n",
       " 3104: '商务主管/专员',\n",
       " 3105: '商务助理',\n",
       " 3106: '销售行政助理',\n",
       " 3107: '其他',\n",
       " 3200: '客服及支持',\n",
       " 3201: '客服总监',\n",
       " 3202: '客服经理',\n",
       " 3203: '客服主管',\n",
       " 3204: '客服专员/助理',\n",
       " 3210: '客户关系经理/主管',\n",
       " 3205: '售前/售后技术支持经理',\n",
       " 3206: '售前/售后技术支持主管',\n",
       " 3207: '售前/售后技术支持工程师',\n",
       " 3208: '咨询热线/呼叫中心服务人员',\n",
       " 3213: '网络/在线客服',\n",
       " 3211: '投诉专员',\n",
       " 3212: 'VIP专员',\n",
       " 3209: '其他',\n",
       " '0400': '财务/审计/税务',\n",
       " '0444': '首席财务官 CFO',\n",
       " '0401': '财务总监',\n",
       " '0402': '财务经理',\n",
       " '0458': '财务专员',\n",
       " '0445': '财务顾问',\n",
       " '0403': '财务主管/总账主管',\n",
       " '0422': '财务助理/财务文员',\n",
       " '0406': '财务分析经理/主管',\n",
       " '0407': '财务分析员',\n",
       " '0448': '固定资产会计',\n",
       " '0404': '会计经理/会计主管',\n",
       " '0405': '会计',\n",
       " '0457': '会计助理',\n",
       " '0408': '成本经理/成本主管',\n",
       " '0409': '成本管理员',\n",
       " '0414': '出纳员',\n",
       " '0449': '资金经理/主管',\n",
       " '0450': '资金专员',\n",
       " '0410': '审计经理/主管',\n",
       " '0419': '审计专员/助理',\n",
       " '0411': '税务经理/税务主管',\n",
       " '0412': '税务专员/助理',\n",
       " '0446': '统计员',\n",
       " '0443': '其他',\n",
       " 3300: '金融/证券/期货/投资',\n",
       " 3301: '证券/期货/外汇经纪人',\n",
       " 3302: '证券分析师',\n",
       " 3319: '期货分析师',\n",
       " 3316: '量化研究',\n",
       " 3320: '证券交易员',\n",
       " 3303: '股票/期货操盘手',\n",
       " 3304: '金融/经济研究员',\n",
       " 3312: '金融产品经理',\n",
       " 3315: '金融产品销售',\n",
       " 3317: '机构业务销售',\n",
       " 3322: '投资总监',\n",
       " 3323: '投资经理',\n",
       " 3341: '基金经理',\n",
       " 3325: '投资顾问',\n",
       " 3326: '理财顾问',\n",
       " 3307: '投资银行业务',\n",
       " 3313: '投资银行财务分析',\n",
       " 3308: '融资经理/融资主管',\n",
       " 3309: '融资专员',\n",
       " 3318: '营业部总经理/副总经理',\n",
       " 3314: '风险管理/控制',\n",
       " 3324: '资产管理',\n",
       " 3310: '拍卖/担保/典当业务',\n",
       " 3311: '其他',\n",
       " 2200: '银行',\n",
       " 2207: '行长/副行长',\n",
       " 2231: '银行客户总监',\n",
       " 2223: '个人业务部门经理/主管',\n",
       " 2224: '个人业务客户经理',\n",
       " 2225: '公司业务部门经理/主管',\n",
       " 2226: '公司业务客户经理',\n",
       " 2227: '综合业务经理/主管',\n",
       " 2228: '综合业务专员',\n",
       " 2233: '理财经理',\n",
       " 2208: '资产评估/分析',\n",
       " 2209: '风险控制',\n",
       " 2215: '信贷管理',\n",
       " 3340: '催收',\n",
       " 2229: '信审核查',\n",
       " 2210: '进出口/信用证结算',\n",
       " 2212: '外汇交易',\n",
       " 2211: '清算人员',\n",
       " 2213: '高级客户经理/客户经理',\n",
       " 2214: '客户主管/专员',\n",
       " 2230: '营业部大堂经理',\n",
       " 2222: '信用卡销售',\n",
       " 2232: '呼叫中心客服',\n",
       " 2216: '银行柜员',\n",
       " 2234: '小微信贷专员',\n",
       " 2221: '其他',\n",
       " 3400: '保险',\n",
       " 3401: '保险精算师',\n",
       " 3402: '保险产品开发/项目策划',\n",
       " 3403: '保险业务经理/主管',\n",
       " 3404: '保险经纪人/保险代理',\n",
       " 3414: '保险电销',\n",
       " 3407: '保险核保',\n",
       " 3408: '保险理赔',\n",
       " 3409: '保险客户服务/续期管理',\n",
       " 3410: '保险培训师',\n",
       " 3411: '保险内勤',\n",
       " 3413: '契约管理',\n",
       " 3405: '理财顾问/财务规划师',\n",
       " 3406: '储备经理人',\n",
       " 3415: '保险业务推动/督导',\n",
       " 3412: '其他',\n",
       " 3500: '生产/营运',\n",
       " 3501: '工厂经理/厂长',\n",
       " 3502: '总工程师/副总工程师',\n",
       " 3513: '项目总监',\n",
       " 3503: '项目经理/主管',\n",
       " 3504: '项目工程师',\n",
       " 3505: '营运经理',\n",
       " 3506: '营运主管',\n",
       " 3514: '生产总监',\n",
       " 3507: '生产经理/车间主任',\n",
       " 3509: '生产主管',\n",
       " 3515: '生产领班/组长',\n",
       " 3508: '生产计划/物料管理(PMC)',\n",
       " 3512: '生产文员',\n",
       " 3518: '生产跟单',\n",
       " 3516: '设备主管',\n",
       " 3510: '化验员',\n",
       " 3517: '厂务',\n",
       " 3511: '其他',\n",
       " 3600: '质量安全',\n",
       " 3601: '质量管理/测试经理(QA/QC经理)',\n",
       " 3602: '质量管理/测试主管(QA/QC主管)',\n",
       " 3603: '质量管理/测试工程师(QA/QC工程师)',\n",
       " 3605: '可靠度工程师',\n",
       " 3606: '故障分析工程师',\n",
       " 3607: '认证工程师',\n",
       " 3608: '体系工程师',\n",
       " 3604: '质检员/测试员(QC)',\n",
       " 3615: '审核员',\n",
       " 3609: '环境/健康/安全经理/主管（EHS）',\n",
       " 3610: '环境/健康/安全工程师（EHS）',\n",
       " 3614: '安全员',\n",
       " 3611: '供应商管理',\n",
       " 3612: '采购材料、设备质量管理',\n",
       " 3613: '其他',\n",
       " '0500': '工程/机械/能源',\n",
       " '0510': '技术研发经理/主管',\n",
       " '0511': '技术研发工程师',\n",
       " '0547': '产品工艺/制程工程师',\n",
       " '0559': '产品规划工程师',\n",
       " '0584': '项目管理',\n",
       " '0512': '实验室负责人/工程师',\n",
       " '0513': '工程/设备经理',\n",
       " '0514': '工程/设备主管',\n",
       " '0515': '工程/设备工程师',\n",
       " '0523': '工程/机械绘图员',\n",
       " '0560': '工业工程师',\n",
       " '0582': '材料工程师',\n",
       " '0539': '机械工程师',\n",
       " '0561': '结构工程师',\n",
       " '0548': '模具工程师',\n",
       " '0544': '机电工程师',\n",
       " '0586': '机械设计',\n",
       " '0587': '模具设计',\n",
       " '0580': '维修经理/主管',\n",
       " '0537': '维修工程师',\n",
       " '0581': '装配工程师/技师',\n",
       " '0562': '铸造/锻造工程师/技师',\n",
       " '0563': '注塑工程师/技师',\n",
       " '0564': '焊接工程师/技师',\n",
       " '0565': '夹具工程师/技师',\n",
       " '0566': 'CNC工程师',\n",
       " '0567': '冲压工程师/技师',\n",
       " '0568': '锅炉工程师/技师',\n",
       " '0569': '电力工程师/技术员',\n",
       " '0570': '光源与照明工程',\n",
       " '0583': '光伏系统工程师',\n",
       " '0571': '汽车/摩托车工程师',\n",
       " '0572': '船舶工程师',\n",
       " '0575': '轨道交通工程师/技术员',\n",
       " '0576': '飞机维修机械师',\n",
       " '0573': '飞行器设计与制造',\n",
       " '0577': '水利/水电工程师',\n",
       " '0585': '空调/热能工程师',\n",
       " '0578': '石油天然气技术人员',\n",
       " '0579': '矿产勘探/地质勘测工程师',\n",
       " '0574': '其他',\n",
       " 7100: '汽车研发设计',\n",
       " 7101: '汽车项目管理',\n",
       " 7102: '汽车设计工程师',\n",
       " 7103: '车身/造型设计',\n",
       " 7104: '汽车结构工程师',\n",
       " 7105: '内外饰工程师',\n",
       " 7106: '汽车电子工程师',\n",
       " 7107: '电气/电器工程师',\n",
       " 7108: '附件系统工程师',\n",
       " 7109: '动力总成工程师',\n",
       " 7110: '发动机工程师',\n",
       " 7111: '底盘工程师',\n",
       " 7112: '汽车安全性能工程师',\n",
       " 7113: '汽车试验工程师',\n",
       " 7114: '新能源电池工程师',\n",
       " 7115: '新能源电控工程师',\n",
       " 7116: '新能源电机工程师',\n",
       " 7117: '汽车标定工程师',\n",
       " 7118: '发动机匹配工程师',\n",
       " 7119: '车联网工程师',\n",
       " 7120: '智能驾驶工程师',\n",
       " 7121: '研发总监/部长/专家',\n",
       " 7122: '其他',\n",
       " 5400: '汽车制造',\n",
       " 5404: '汽车质量工程师',\n",
       " 5421: '供应商质量工程师',\n",
       " 5422: '前期质量工程师',\n",
       " 5423: '过程质量工程师',\n",
       " 5424: '客户质量工程师',\n",
       " 5406: '汽车装配工艺工程师',\n",
       " 5425: '总装工程师',\n",
       " 5426: '焊接工艺工程师',\n",
       " 5427: '冲压工艺工程师',\n",
       " 5428: '涂装工艺工程师',\n",
       " 5411: '其他',\n",
       " 5900: '汽车销售与服务',\n",
       " 5903: '汽车销售/经纪人',\n",
       " 5902: '售后服务/客户服务',\n",
       " 5916: '汽车金融销售',\n",
       " 5918: '汽车金融经理',\n",
       " 5917: '汽车金融专员',\n",
       " 5915: '车险定损/理赔',\n",
       " 5907: '汽车修理工',\n",
       " 5905: '汽车检验/检测',\n",
       " 5906: '汽车装饰美容',\n",
       " 5913: '汽车钣金',\n",
       " 5914: '汽车喷漆',\n",
       " 5912: '汽车电工',\n",
       " 5908: '洗车工',\n",
       " 5901: '4S店经理/维修站经理',\n",
       " 5904: '二手车评估师',\n",
       " 5910: '加油站工作员',\n",
       " 5911: '其他',\n",
       " 3700: '技工普工',\n",
       " 3710: '普工/操作工',\n",
       " 3701: '技工',\n",
       " 3707: '叉车司机/铲车司机',\n",
       " 3728: '吊车司机',\n",
       " 3729: '挖掘机司机',\n",
       " 3715: '组装工',\n",
       " 3716: '包装工',\n",
       " 3703: '焊工',\n",
       " 3717: '氩弧焊工',\n",
       " 3706: '电工',\n",
       " 3718: '电力线路工',\n",
       " 3719: '旋压工',\n",
       " 3720: '仪表工',\n",
       " 3721: '电镀工',\n",
       " 3722: '喷塑工',\n",
       " 3709: '水工',\n",
       " 3723: '木工',\n",
       " 3724: '漆工',\n",
       " 3708: '空调工',\n",
       " 3725: '电梯工',\n",
       " 3726: '锅炉工',\n",
       " 3730: '3D打印操作员',\n",
       " 3727: '学徒工',\n",
       " 3713: '其他',\n",
       " 3800: '服装/纺织/皮革',\n",
       " 3812: '服装/纺织设计总监',\n",
       " 3801: '服装/纺织设计',\n",
       " 3813: '服装/纺织/皮革工艺师',\n",
       " 3802: '面料辅料开发',\n",
       " 3803: '面料辅料采购',\n",
       " 3804: '服装/纺织/皮革跟单',\n",
       " 3814: '服装领班',\n",
       " 3805: '服装纺织质检员(QA/QC)',\n",
       " 3806: '板房/楦头/底格出格师',\n",
       " 3811: '电脑放码员',\n",
       " 3808: '纸样师/车板工',\n",
       " 3809: '裁床',\n",
       " 3807: '打样/制版',\n",
       " 3815: '裁剪工',\n",
       " 3816: '缝纫工',\n",
       " 3817: '手缝工',\n",
       " 3818: '烫工',\n",
       " 3819: '样衣工',\n",
       " 3820: '纺织工',\n",
       " 3821: '针织工',\n",
       " 3822: '配色工',\n",
       " 3823: '印染工',\n",
       " 3824: '漂染工',\n",
       " 3825: '挡车工',\n",
       " 3826: '整经工',\n",
       " 3827: '细纱工',\n",
       " 3828: '浆纱工',\n",
       " 3810: '其他',\n",
       " 3900: '采购',\n",
       " 3901: '采购总监',\n",
       " 3902: '采购经理',\n",
       " 3903: '采购主管',\n",
       " 3904: '采购员',\n",
       " 3905: '采购助理',\n",
       " 3908: '买手',\n",
       " 3909: '供应商开发',\n",
       " 3907: '其他',\n",
       " 4000.0: '贸易',\n",
       " 4001: '贸易/外贸经理/主管',\n",
       " 4002: '贸易/外贸专员/助理',\n",
       " 4009: '外贸销售',\n",
       " 4003: '国内贸易人员',\n",
       " 4004: '业务跟单经理',\n",
       " 4005: '高级业务跟单',\n",
       " 4006: '业务跟单',\n",
       " 4007: '助理业务跟单',\n",
       " 4008: '其他',\n",
       " '0800': '物流/仓储',\n",
       " '0827': '物流总监',\n",
       " '0801': '物流经理',\n",
       " '0802': '物流主管',\n",
       " '0814': '物流专员/助理',\n",
       " '0837': '物流销售',\n",
       " '0828': '供应链总监',\n",
       " '0825': '供应链经理',\n",
       " '0826': '供应链主管/专员',\n",
       " '0803': '物料经理',\n",
       " '0804': '物料主管/专员',\n",
       " '0808': '仓库经理/主管',\n",
       " '0809': '仓库管理员',\n",
       " '0840': '仓库文员',\n",
       " '0834': '订单处理员',\n",
       " '0810': '运输经理/主管',\n",
       " '0833': '项目经理/主管',\n",
       " '0829': '货运代理',\n",
       " '0830': '集装箱业务',\n",
       " '0832': '海关事务管理',\n",
       " '0811': '报关与报检',\n",
       " '0812': '单证员',\n",
       " '0815': '船务/空运陆运操作',\n",
       " '0813': '快递员',\n",
       " '0838': '分拣员',\n",
       " '0831': '调度员',\n",
       " '0835': '安检员',\n",
       " '0823': '仓储理货员',\n",
       " '0836': '搬运工',\n",
       " '0839': '装卸工',\n",
       " '0824': '其他',\n",
       " 4100: '生物/制药/医疗器械',\n",
       " 4101: '生物工程/生物制药',\n",
       " 4116: '化学分析测试员',\n",
       " 4103: '医药技术研发管理人员',\n",
       " 4104: '医药技术研发人员',\n",
       " 4126: '医药学术推广',\n",
       " 4105: '临床研究员',\n",
       " 4106: '临床协调员',\n",
       " 4127: '临床监查员',\n",
       " 4123: '临床数据分析员',\n",
       " 4107: '药品注册',\n",
       " 4108: '药品生产/质量管理',\n",
       " 4109: '药品市场推广经理',\n",
       " 4110: '药品市场推广主管/专员',\n",
       " 4120: '医药招商',\n",
       " 4121: '政府事务管理',\n",
       " 4122: '招投标管理',\n",
       " 4111: '医药销售经理/主管',\n",
       " 4112: '医药代表',\n",
       " 4102: '医药销售人员',\n",
       " 4117: '医疗器械注册',\n",
       " 4124: '医疗器械研发',\n",
       " 4118: '医疗器械生产/质量管理',\n",
       " 4113: '医疗器械市场推广',\n",
       " 4125: '医疗器械销售经理/主管',\n",
       " 4114: '医疗器械销售代表',\n",
       " 4119: '医疗器械维修人员',\n",
       " 4115: '其他',\n",
       " 5500: '化工',\n",
       " 5501: '化工技术应用/化工工程师',\n",
       " 5502: '化工实验室研究员/技术员',\n",
       " 5503: '涂料研发工程师',\n",
       " 5504: '配色技术员',\n",
       " 5505: '塑料工程师',\n",
       " 5506: '化妆品研发',\n",
       " 5507: '食品/饮料研发',\n",
       " 5509: '造纸研发',\n",
       " 5508: '其他',\n",
       " 1300: '医院/医疗/护理',\n",
       " 1302: '医院管理人员',\n",
       " 1328: '综合门诊/全科医生',\n",
       " 1301: '内科医生',\n",
       " 1317: '外科医生',\n",
       " 1318: '专科医生',\n",
       " 1319: '牙科医生',\n",
       " 1337: '妇产科医生',\n",
       " 1339: '眼科医生',\n",
       " 1320: '美容整形师',\n",
       " 1329: '医美咨询',\n",
       " 1308: '麻醉医生',\n",
       " 1327: '超声影像/放射科医师',\n",
       " 1321: '理疗师',\n",
       " 1322: '中医科医生',\n",
       " 1313: '针灸/推拿',\n",
       " 1325: '儿科医生',\n",
       " 1309: '心理医生',\n",
       " 1335: '心理咨询师',\n",
       " 1314: '营养师',\n",
       " 1330: '健康管理师',\n",
       " 1304: '药库主任/药剂师',\n",
       " 1310: '医学检验',\n",
       " 1331: '核酸检测员',\n",
       " 1323: '公共卫生/疾病控制',\n",
       " 1333: '消毒员',\n",
       " 1332: '防疫员',\n",
       " 1324: '护理主任/护士长',\n",
       " 1305: '护士/护理人员',\n",
       " 1336: '导医',\n",
       " 1315: '兽医',\n",
       " 1326: '验光师',\n",
       " 1311: '其他',\n",
       " 4200: '广告',\n",
       " 4201: '广告客户总监/副总监',\n",
       " 4202: '广告客户经理',\n",
       " 4203: '广告客户主管/专员',\n",
       " 4205: '广告创意总监',\n",
       " 4204: '广告创意/设计经理',\n",
       " 4206: '广告创意/设计主管/专员',\n",
       " 4212: '广告制作执行',\n",
       " 4213: '广告销售',\n",
       " 4211: '美术指导',\n",
       " 4207: '文案/策划',\n",
       " 4208: '企业/业务发展经理',\n",
       " 4209: '企业策划人员',\n",
       " 4210: '其他',\n",
       " 4300: '公关/媒介',\n",
       " 4315: '公关总监',\n",
       " 4301: '公关经理',\n",
       " 4302: '公关主管',\n",
       " 4303: '公关专员',\n",
       " 4304: '会务/会展经理',\n",
       " 4305: '会务/会展主管',\n",
       " 4306: '会务/会展专员',\n",
       " 4307: '媒介经理',\n",
       " 4308: '媒介主管',\n",
       " 4309: '媒介专员',\n",
       " 4310: '公关/媒介助理',\n",
       " 4312: '媒介销售',\n",
       " 4313: '活动策划',\n",
       " 4314: '活动执行',\n",
       " 4311: '其他',\n",
       " '0300': '市场/营销',\n",
       " '0301': '市场/营销/拓展总监',\n",
       " '0302': '市场/营销/拓展经理',\n",
       " '0303': '市场/营销/拓展主管',\n",
       " '0304': '市场/营销/拓展专员',\n",
       " '0305': '市场助理',\n",
       " '0340': '互联网营销师',\n",
       " '0324': '市场分析/调研人员',\n",
       " '0306': '产品/品牌经理',\n",
       " '0307': '产品/品牌主管',\n",
       " '0330': '产品/品牌专员',\n",
       " '0308': '市场通路经理/主管',\n",
       " '0335': '市场通路专员',\n",
       " '0336': '市场企划经理/主管',\n",
       " '0337': '市场企划专员',\n",
       " '0310': '促销经理',\n",
       " '0338': '选址拓展/新店开发',\n",
       " '0329': '其他',\n",
       " 4400: '影视/媒体',\n",
       " 4401: '影视策划/制作人员',\n",
       " 4402: '导演/编导',\n",
       " 4417: '编剧',\n",
       " 4418: '制片人',\n",
       " 4403: '艺术/设计总监',\n",
       " 4414: '艺术指导/舞台美术设计',\n",
       " 4404: '经纪人/星探',\n",
       " 4405: '主播/主持人',\n",
       " 4406: '摄影师/摄像师',\n",
       " 4411: '后期制作',\n",
       " 4416: '视频剪辑',\n",
       " 4407: '音效师',\n",
       " 4408: '配音员',\n",
       " 4415: '灯光师',\n",
       " 4412: '放映经理/主管',\n",
       " 4413: '放映员',\n",
       " 4410: '其他',\n",
       " 4500: '编辑出版',\n",
       " 4501: '总编/副总编',\n",
       " 4502: '编辑',\n",
       " 4517: '作家/撰稿人',\n",
       " 4503: '记者',\n",
       " 4516: '电话采编',\n",
       " 4504: '美术编辑',\n",
       " 4505: '排版设计',\n",
       " 4507: '出版/发行',\n",
       " 4508: '其他',\n",
       " 6900: '建筑规划与设计',\n",
       " 6919: '室内设计总监',\n",
       " 6918: '室内设计经理/主管',\n",
       " 6901: '室内设计',\n",
       " 6917: '室内设计师助理',\n",
       " 6902: '软装设计',\n",
       " 6903: '精装设计',\n",
       " 6920: '家装顾问',\n",
       " 6905: '建筑设计师',\n",
       " 6906: '钢结构设计',\n",
       " 6907: '幕墙设计',\n",
       " 6908: '建筑结构设计',\n",
       " 6909: '建筑制图/模型/渲染',\n",
       " 6911: '暖通设计',\n",
       " 6912: '给排水设计',\n",
       " 6910: '建筑机电设计',\n",
       " 6914: '园艺/园林/景观设计',\n",
       " 6913: '城市规划设计',\n",
       " 6904: '规划与设计',\n",
       " 6916: 'BIM工程师',\n",
       " 6915: '其他',\n",
       " 2100: '建筑工程与装潢',\n",
       " 2101: '建筑工程师',\n",
       " 2123: '高级建筑工程师/总工',\n",
       " 2104: '给排水/暖通工程',\n",
       " 2122: '幕墙工程师',\n",
       " 2103: '建筑机电工程师',\n",
       " 2125: '楼宇自动化',\n",
       " 2126: '智能大厦/综合布线/安防/弱电',\n",
       " 2146: '精装修工程师',\n",
       " 2147: '房修工程师',\n",
       " 2102: '结构/土木/土建工程师',\n",
       " 2118: '公路/桥梁/港口/隧道工程',\n",
       " 2119: '岩土工程',\n",
       " 2120: '测绘/测量',\n",
       " 2127: '开发报建',\n",
       " 2105: '工程造价师/预结算经理',\n",
       " 2124: '预结算员',\n",
       " 2106: '建筑工程管理/项目经理',\n",
       " 2133: '建筑项目助理',\n",
       " 2121: '建筑工程验收',\n",
       " 2107: '工程监理',\n",
       " 2132: '市政工程师',\n",
       " 2128: '合同管理',\n",
       " 2129: '安全员',\n",
       " 2130: '资料员',\n",
       " 2111: '建筑安装施工员',\n",
       " 2134: '砌筑工',\n",
       " 2135: '瓦工',\n",
       " 2136: '混凝土工',\n",
       " 2137: '浇注工',\n",
       " 2138: '钢筋工',\n",
       " 2139: '木工',\n",
       " 2140: '油漆工',\n",
       " 2141: '电梯工',\n",
       " 2142: '抹灰工',\n",
       " 2143: '施工开料工',\n",
       " 2144: '管道/暖通',\n",
       " 2145: '工长',\n",
       " 2112: '消防安全',\n",
       " 2116: '其他',\n",
       " 4600: '房地产开发',\n",
       " 4601: '房地产项目/策划经理',\n",
       " 4602: '房地产项目/策划主管/专员',\n",
       " 4604: '房地产投资管理',\n",
       " 4603: '房产项目配套工程师',\n",
       " 4608: '房地产项目招投标',\n",
       " 4610: '房地产投资分析',\n",
       " 4611: '房地产资产管理',\n",
       " 4612: '监察人员',\n",
       " 4607: '其他',\n",
       " 6000.0: '房地产销售与中介',\n",
       " 6009: '房地产销售经理/主管',\n",
       " 6010: '房地产销售',\n",
       " 6001: '房地产中介/置业顾问',\n",
       " 6002: '房地产评估',\n",
       " 6004: '房地产店长/经理',\n",
       " 6007: '房地产内勤',\n",
       " 6006: '房地产客服',\n",
       " 6008: '其他',\n",
       " 4700: '物业管理',\n",
       " 4702: '物业管理经理',\n",
       " 4714: '物业管理主管',\n",
       " 4703: '物业管理专员/助理',\n",
       " 4704: '招商/租赁/租售',\n",
       " 4719: '写字楼运营',\n",
       " 4717: '长租公寓管家/养老专员',\n",
       " 4701: '高级物业顾问/物业顾问',\n",
       " 4716: '前介工程师',\n",
       " 4705: '物业设施管理人员',\n",
       " 4715: '物业机电维修工',\n",
       " 4708: '物业机电工程师',\n",
       " 4706: '物业维修员',\n",
       " 4709: '停车管理员',\n",
       " 4710: '保安经理',\n",
       " 4711: '保安人员',\n",
       " 4712: '保洁',\n",
       " 4713: '绿化工',\n",
       " 4707: '其他',\n",
       " '0600': '人力资源',\n",
       " '0601': '人事总监',\n",
       " '0611': 'HRBP',\n",
       " '0602': '人事经理',\n",
       " '0603': '人事主管',\n",
       " '0604': '人事专员',\n",
       " '0605': '人事助理',\n",
       " '0606': '招聘经理/主管',\n",
       " '0626': '招聘专员/助理',\n",
       " '0607': '薪资福利经理/主管',\n",
       " '0608': '薪资福利专员/助理',\n",
       " '0627': '绩效考核经理/主管',\n",
       " '0628': '绩效考核专员/助理',\n",
       " '0609': '培训经理/主管',\n",
       " '0610': '培训专员/助理/培训师',\n",
       " '0629': '企业文化/员工关系/工会管理',\n",
       " '0630': '人力资源信息系统专员',\n",
       " '0635': '劳务派遣专员',\n",
       " '0625': '其他',\n",
       " '0700': '高级管理',\n",
       " '0701': '首席执行官CEO/总裁/总经理',\n",
       " '0707': '首席运营官COO',\n",
       " '0702': '副总经理/副总裁',\n",
       " '0704': '合伙人',\n",
       " '0705': '总监/部门经理',\n",
       " '0710': '策略发展总监',\n",
       " '0711': '企业秘书/董事会秘书',\n",
       " '0712': '投资者关系',\n",
       " '0708': '办事处首席代表',\n",
       " '0709': '办事处/分公司/分支机构经理',\n",
       " '0703': '总裁助理/总经理助理',\n",
       " '0706': '其他',\n",
       " 2300: '行政/后勤',\n",
       " 2301: '行政总监',\n",
       " 2302: '行政经理/主管/办公室主任',\n",
       " 2303: '行政专员/助理',\n",
       " 2304: '经理助理/秘书',\n",
       " 2311: '文员',\n",
       " 2310: '党工团干事',\n",
       " 2305: '前台接待/总机/接待生',\n",
       " 2307: '图书管理员/资料管理员',\n",
       " 2312: '档案管理员',\n",
       " 2308: '电脑操作员/打字员',\n",
       " 2306: '后勤',\n",
       " 2309: '其他',\n",
       " 1400: '咨询/顾问',\n",
       " 1401: '专业顾问',\n",
       " 1402: '咨询总监',\n",
       " 1403: '咨询经理',\n",
       " 1406: '专业培训师',\n",
       " 1404: '咨询员',\n",
       " 1409: '调研员',\n",
       " 1408: '猎头/人才中介',\n",
       " 1407: '情报信息分析人员',\n",
       " 1405: '其他',\n",
       " 1100: '律师/法务/合规',\n",
       " 1101: '律师/法律顾问',\n",
       " 1103: '律师助理',\n",
       " 1111: '法务总监',\n",
       " 1106: '法务经理',\n",
       " 1102: '法务主管/专员',\n",
       " 1107: '法务助理',\n",
       " 1109: '合规经理',\n",
       " 1110: '合规主管/专员',\n",
       " 1108: '知识产权/专利/商标',\n",
       " 1105: '其他',\n",
       " 1200: '教师',\n",
       " 1219: '英语老师',\n",
       " 1220: '数学老师',\n",
       " 1221: '语文老师',\n",
       " 1222: '物理老师',\n",
       " 1223: '化学老师',\n",
       " 1224: '日语老师',\n",
       " 1207: '幼教',\n",
       " 1225: '早教老师',\n",
       " 1228: '美术老师',\n",
       " 1233: '钢琴老师',\n",
       " ...}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职能分类_str = 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技师\",5007:\"按摩\",5024:\"足疗\",5010:\"宠物护理/美容\",5011:\"其他\",5100:\"百货零售\",5101:\"门店经理/店长\",5122:\"店长助理\",5112:\"品类管理\",5114:\"品牌/连锁招商管理\",5115:\"奢侈品业务\",5102:\"店员/营业员\",5116:\"珠宝销售顾问\",5117:\"促销主管/督导/巡店\",5123:\"导购管理\",5105:\"促销员/导购员\",5103:\"收银主管\",5119:\"收银员\",5124:\"陈列管理\",5104:\"陈列员\",5120:\"收货员\",5121:\"理货员\",5130:\"商品管理\",5113:\"安防主管\",5108:\"防损员/内保\",5109:\"西点师/面包糕点加工\",5110:\"生鲜食品加工/处理\",5111:\"熟食加工\",5106:\"兼职店员\",5107:\"其他\",1800:\"交通运输服务\",1822:\"飞机机长/副机长\",1823:\"空乘人员\",1825:\"列车/地铁车长\",1827:\"船长/副船长\",1810:\"商务司机\",1830:\"客运司机\",1831:\"货运司机\",1832:\"出租车司机\",1833:\"班车司机\",1826:\"列车/地铁司机\",1835:\"特种车司机\",1839:\"驾校教练\",1840:\"代驾\",1824:\"地勤人员\",1801:\"乘务员\",1828:\"船员\",1829:\"其他\",5200:\"家政保洁\",5206:\"家政服务/保姆\",5209:\"月嫂\",5210:\"育婴师/保育员\",5211:\"护工\",5205:\"清洁工\",5212:\"钟点工\",5213:\"洗衣工\",5214:\"送水工\",5202:\"保镖\",5215:\"空调维修\",5216:\"家电维修\",5203:\"寻呼员/话务员\",5207:\"其他\",1500:\"政府/非盈利机构\",1501:\"公务员\",1502:\"志愿者/社会工作者\",1503:\"城市管理网格员\",2e3:\"翻译\",2001:\"英语翻译\",2002:\"日语翻译\",2003:\"德语翻译\",2004:\"法语翻译\",2005:\"俄语翻译\",2010:\"意大利语翻译\",2006:\"西班牙语翻译\",2011:\"葡萄牙语翻译\",2009:\"阿拉伯语翻译\",2007:\"韩语/朝鲜语翻译\",2012:\"泰语翻译\",2013:\"中国方言翻译\",2008:\"其他语种翻译\",1600:\"在校学生\",1605:\"研究生\",1602:\"大学/大专应届毕业生\",1601:\"中专/职校生\",1604:\"其他\",1700:\"储备干部/培训生/实习生\",1702:\"储备干部\",1701:\"培训生\",1703:\"实习生\",5300:\"兼职\",5301:\"兼职\",5600:\"环保\",5601:\"环保工程师\",5604:\"环境影响评价工程师\",5609:\"生态治理/规划\",5605:\"环保检测\",5606:\"水质检测员\",5602:\"水处理工程师\",5607:\"固废工程师\",5608:\"废气处理工程师\",5603:\"其他\",5800:\"农/林/牧/渔\",5801:\"养殖部主管\",5802:\"场长(农/林/牧/渔业)\",5803:\"农艺师\",5804:\"畜牧师\",5805:\"饲养员\",5808:\"农业技术员\",5806:\"动物营养/饲料研发\",5810:\"驯兽师/助理驯兽师\",5807:\"其他\",6200:\"机械机床\",6201:\"数控操机\",6202:\"数控编程\",6203:\"机修工\",6204:\"折弯工\",6205:\"车工\",6206:\"磨工\",6207:\"铣工\",6208:\"冲压工\",6209:\"刨工\",6210:\"钳工\",6211:\"钻工\",6212:\"镗工\",6213:\"铆工\",6214:\"钣金工\",6215:\"抛光工\",6216:\"切割技工\",6217:\"模具工\",6218:\"炼胶工\",6219:\"硫化工\",6220:\"吹膜工\",6221:\"注塑工\",6222:\"其他\",6300:\"印刷包装\",6301:\"印刷工\",6302:\"校对/录入\",6304:\"调色员\",6305:\"烫金工\",6306:\"晒版员\",6307:\"印刷排版/制版\",6308:\"装订工\",6309:\"印刷机械机长\",6310:\"数码直印/菲林输出\",6311:\"调墨技师\",6312:\"电分操作员\",6313:\"打稿机操作员\",6314:\"切纸机操作工\",6315:\"裱胶工\",6316:\"压痕工\",6317:\"复卷工\",6318:\"其他\",6400:\"运动健身\",6401:\"健身顾问/教练\",6402:\"瑜伽老师\",6403:\"舞蹈老师\",6404:\"游泳教练\",6405:\"救生员\",6406:\"高尔夫教练\",6407:\"体育运动教练\",6408:\"其他\",6500:\"休闲娱乐\",6512:\"网络主播\",6513:\"主播助理\",6514:\"带货主播\",6501:\"司仪\",6502:\"婚礼/庆典策划服务\",6503:\"DJ\",6504:\"驻唱/歌手\",6505:\"舞蹈演员\",6506:\"模特\",6507:\"演员/群众演员\",6509:\"娱乐领班\",6510:\"娱乐服务员\",6511:\"前台迎宾\",6508:\"其他\"}\n",
    "职能分类_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'后端开发': '0100',\n",
       " 'Java开发工程师': '0121',\n",
       " 'PHP开发工程师': '0120',\n",
       " 'C/C++开发工程师': '0122',\n",
       " 'Python开发工程师': '0124',\n",
       " '.NET开发工程师': '0126',\n",
       " 'C#开发工程师': '0153',\n",
       " 'Ruby开发工程师': '0151',\n",
       " 'Go开发工程师': '0152',\n",
       " '大数据开发工程师': '0130',\n",
       " 'Hadoop工程师': '0129',\n",
       " '爬虫开发工程师': '0131',\n",
       " '脚本开发工程师': '0132',\n",
       " '多媒体开发工程师': '0133',\n",
       " 'GIS工程师': '0155',\n",
       " '全栈工程师': '0154',\n",
       " 'ERP技术开发': '0117',\n",
       " '区块链开发': '0128',\n",
       " '高级软件工程师': '0106',\n",
       " '软件工程师': '0107',\n",
       " '系统架构设计师': '0143',\n",
       " '系统分析员': '0123',\n",
       " '技术文员/助理': '0149',\n",
       " '技术文档工程师': '0150',\n",
       " '其他': 6508,\n",
       " '移动开发': 7700,\n",
       " 'Android开发工程师': 7701,\n",
       " 'iOS开发工程师': 7702,\n",
       " '小程序开发工程师': 7705,\n",
       " '移动开发工程师': 7703,\n",
       " '前端开发': 7200,\n",
       " 'Web前端开发': 7201,\n",
       " 'HTML5开发工程师': 7202,\n",
       " '人工智能': 7300,\n",
       " '机器学习工程师': 7301,\n",
       " '深度学习工程师': 7302,\n",
       " '图像算法工程师': 7303,\n",
       " '图像处理工程师': 7304,\n",
       " '图像识别工程师': 7305,\n",
       " '语音识别工程师': 7306,\n",
       " '机器视觉工程师': 7307,\n",
       " '自然语言处理(NLP)': 7308,\n",
       " '算法工程师': 7309,\n",
       " '推荐算法工程师': 7310,\n",
       " '搜索算法工程师': 7311,\n",
       " '游戏': 7800,\n",
       " '游戏策划师': 7801,\n",
       " '游戏系统策划': 7802,\n",
       " '游戏数值策划': 7803,\n",
       " '游戏关卡策划': 7804,\n",
       " '游戏文案策划/剧情策划': 7805,\n",
       " '游戏界面设计师': 7806,\n",
       " '游戏角色设计师': 7820,\n",
       " '游戏特效设计师': 7817,\n",
       " 'UE4特效师': 7822,\n",
       " '游戏动作设计师': 7818,\n",
       " '游戏场景设计师': 7819,\n",
       " '游戏原画师': 7807,\n",
       " '游戏动画师': 7808,\n",
       " '游戏开发工程师': 7809,\n",
       " 'Cocos2d-x开发工程师': 7810,\n",
       " 'Unity3d开发工程师': 7811,\n",
       " 'UE4开发工程师': 7823,\n",
       " '游戏客户端开发工程师': 7812,\n",
       " '游戏服务端开发工程师': 7813,\n",
       " '游戏测试': 7821,\n",
       " '游戏运营': 7814,\n",
       " '电子竞技运营': 7815,\n",
       " '视觉/交互设计': 7400,\n",
       " '平面设计总监': 7420,\n",
       " '平面设计经理/主管': 7421,\n",
       " '平面设计师': 7413,\n",
       " '美工/电商设计师': 7419,\n",
       " 'UI设计师': 7412,\n",
       " '视觉设计师': 7403,\n",
       " '网页设计师': 7401,\n",
       " '用户体验（UE/UX）设计师': 7404,\n",
       " '交互设计师': 7402,\n",
       " '动画/3D设计': 7422,\n",
       " '特效设计师': 7407,\n",
       " '原画师': 7418,\n",
       " '绘画': 7417,\n",
       " '多媒体设计': 7416,\n",
       " 'Flash设计师': 7406,\n",
       " '音效设计师': 7408,\n",
       " '计算机辅助设计工程师': 7409,\n",
       " '仿真应用工程师': 7410,\n",
       " '网站架构设计师': 7405,\n",
       " '工业/艺术设计': '0900',\n",
       " '工业设计/产品设计': '0919',\n",
       " '包装设计': '0927',\n",
       " '展览/展示/店面设计': '0925',\n",
       " '家具设计': '0940',\n",
       " '家居设计': '0941',\n",
       " '照明设计': '0934',\n",
       " '陈列设计': '0936',\n",
       " '工艺品/珠宝设计鉴定': '0920',\n",
       " '玩具设计': '0929',\n",
       " '测试': 2700,\n",
       " '软件测试工程师': 2707,\n",
       " '功能测试': 2718,\n",
       " '性能测试': 2719,\n",
       " '安全测试': 2724,\n",
       " '自动化测试': 2720,\n",
       " '移动端测试': 2721,\n",
       " '测试开发': 2722,\n",
       " '测试总监': 2726,\n",
       " '测试经理': 2705,\n",
       " '测试主管': 2723,\n",
       " '系统测试': 2706,\n",
       " '标准化工程师': 2704,\n",
       " '测试工程师': 2725,\n",
       " '运维/技术支持': 7900,\n",
       " '运维工程师': 7901,\n",
       " '自动化运维工程师': 7920,\n",
       " '系统工程师': 7902,\n",
       " '数据库工程师(DBA)': 7903,\n",
       " '系统集成工程师': 7904,\n",
       " 'ERP实施顾问': 7905,\n",
       " '网络安全工程师': 7906,\n",
       " '运维开发': 7915,\n",
       " '网站维护工程师': 7907,\n",
       " '技术支持/维护经理': 7908,\n",
       " '技术支持/维护工程师': 7909,\n",
       " '配置管理工程师': 7910,\n",
       " 'IT经理/IT主管': 7912,\n",
       " '网络工程师(IT工程师)': 7913,\n",
       " '网络管理(Helpdesk)': 7914,\n",
       " '网络维修': 7916,\n",
       " '手机维修': 7917,\n",
       " '电脑维修': 7918,\n",
       " '数据': 7500,\n",
       " '数据分析经理/主管': 7502,\n",
       " '数据分析师': 7501,\n",
       " 'ETL开发工程师': 7503,\n",
       " 'BI工程师': 7504,\n",
       " '数据仓库工程师': 7505,\n",
       " '数据采集工程师': 7506,\n",
       " '数据建模工程师': 7507,\n",
       " '数据治理工程师': 7508,\n",
       " '产品': 6600,\n",
       " '产品总监': 6604,\n",
       " '产品经理/主管': 6602,\n",
       " '互联网产品经理': 6605,\n",
       " '移动产品经理': 6606,\n",
       " '用户产品经理': 6607,\n",
       " '电商产品经理': 6608,\n",
       " '产品专员': 6601,\n",
       " '产品助理': 6603,\n",
       " '需求工程师': 6609,\n",
       " '运营': 8000.0,\n",
       " '运营总监': 8050,\n",
       " '运营经理': 8049,\n",
       " '运营主管': 8048,\n",
       " '运营专员': 8047,\n",
       " '运营助理': 8053,\n",
       " '网站运营总监': 8030,\n",
       " '网站运营经理/主管': 8003,\n",
       " '网站运营专员': 8016,\n",
       " '网络推广总监': 8032,\n",
       " '网络推广经理/主管': 8033,\n",
       " '网络推广专员': 8034,\n",
       " 'SEO/SEM': 8024,\n",
       " '信息流优化师': 8046,\n",
       " '新媒体运营': 8010,\n",
       " '直播运营': 8059,\n",
       " '微信运营': 8055,\n",
       " '微博运营': 8054,\n",
       " '用户运营': 8041,\n",
       " '社区/社群运营': 8058,\n",
       " '活动运营': 8042,\n",
       " '内容运营': 8043,\n",
       " '品类运营': 8051,\n",
       " '数据运营': 8044,\n",
       " '线下运营': 8045,\n",
       " '产品运营': 8057,\n",
       " '网站编辑': 8007,\n",
       " '内容审核': 8052,\n",
       " '网站策划': 8006,\n",
       " '电子商务': 6100,\n",
       " '电商总监': 6111,\n",
       " '电商经理/电商主管': 6110,\n",
       " '电商专员': 6109,\n",
       " '电商运营': 6102,\n",
       " '跨境电商运营': 6112,\n",
       " '网店店长': 6101,\n",
       " '网店店铺管理员': 6103,\n",
       " '网店客服': 6104,\n",
       " '店铺推广': 6105,\n",
       " '网店模特': 6107,\n",
       " '技术管理': 2600,\n",
       " '首席技术执行官CTO': 2611,\n",
       " '首席信息官CIO': 2612,\n",
       " '技术总监/经理': 2602,\n",
       " '项目总监': 3513,\n",
       " '项目经理': 2606,\n",
       " '项目主管': 2607,\n",
       " '项目执行/协调人员': 2608,\n",
       " '项目助理': 2610,\n",
       " '半导体/芯片': 6700,\n",
       " '集成电路IC设计/应用工程师': 6701,\n",
       " '芯片架构工程师': 6727,\n",
       " 'FPGA开发工程师': 6728,\n",
       " 'MEMS工程师': 6729,\n",
       " '射频芯片设计': 6730,\n",
       " '模拟芯片工程师': 6731,\n",
       " '版图设计工程师': 6722,\n",
       " '模拟版图工程师': 6732,\n",
       " '数字前端工程师': 6733,\n",
       " 'IC验证工程师': 6702,\n",
       " 'FPGA原型验证工程师': 6734,\n",
       " 'EDA工程师': 6735,\n",
       " '可测性设计工程师(DFT)': 6736,\n",
       " '数字后端工程师': 6737,\n",
       " '芯片测试工程师': 6738,\n",
       " 'FAE 现场应用工程师': 6712,\n",
       " '半导体工艺工程师': 6723,\n",
       " '工艺整合工程师(PIE)': 6740,\n",
       " '半导体设备工程师': 6739,\n",
       " '失效分析工程师(FA)': 6741,\n",
       " '封装工程师': 6760,\n",
       " '封装研发工程师': 6744,\n",
       " '半导体测试工程师': 6750,\n",
       " '芯片销售工程师': 6746,\n",
       " '半导体器件工程师': 6761,\n",
       " '半导体文档工程师': 6747,\n",
       " '半导体产品经理/产品工程师': 6748,\n",
       " '半导体技术': 6707,\n",
       " '电子/电器/仪器仪表': 2900,\n",
       " '电子工程师/技术员': 2903,\n",
       " 'PCB工程师': 2964,\n",
       " '电子技术研发工程师': 2917,\n",
       " '电子软件开发(ARM/MCU...)': 2909,\n",
       " '电子元器件工程师': 2962,\n",
       " '电子工艺工程师': 2951,\n",
       " 'SMT工程师': 2965,\n",
       " '电子设备工程师': 2959,\n",
       " '电子/电器维修工程师/技师': 2920,\n",
       " '嵌入式软件开发(Linux/单片机/PLC/DSP…)': 2910,\n",
       " '嵌入式硬件开发(主板机…)': 2919,\n",
       " '硬件工程师': 2955,\n",
       " '高级硬件工程师': 2956,\n",
       " '硬件测试工程师': 2957,\n",
       " '电气工程师/技术员': 2904,\n",
       " 'PLC工程师': 2966,\n",
       " '电路工程师/技术员(模拟/数字)': 2905,\n",
       " '电声/音响工程师/技术员': 2906,\n",
       " '电池/电源开发': 2911,\n",
       " '仪器/仪表/计量分析师': 2914,\n",
       " '计量工程师': 2958,\n",
       " '激光/光电子技术': 2918,\n",
       " '变压器与磁电工程师': 2921,\n",
       " '家用电器/数码产品研发': 2913,\n",
       " '自动控制工程师/技术员': 2908,\n",
       " '机器人调试工程师': 2963,\n",
       " '安防系统工程师': 2925,\n",
       " '电子销售工程师': 2952,\n",
       " '电子文档工程师': 2953,\n",
       " '电子产品经理/产品工程师': 2954,\n",
       " '通信技术开发及应用': 2800,\n",
       " '通信技术工程师': 2801,\n",
       " '无线通信工程师': 2803,\n",
       " '有线传输工程师': 2802,\n",
       " '射频工程师': 2815,\n",
       " '数据通信工程师': 2805,\n",
       " '通信网络工程师': 2807,\n",
       " '核心网工程师': 2819,\n",
       " '基站工程师': 2818,\n",
       " '通信设备工程师': 2820,\n",
       " '通信电源工程师': 2808,\n",
       " '电信交换工程师': 2804,\n",
       " '光通信工程师': 2814,\n",
       " '通信测试工程师': 2816,\n",
       " '通信销售工程师': 2817,\n",
       " '通信文档工程师': 2812,\n",
       " '通信产品经理/产品工程师': 2813,\n",
       " '通信项目管理': 2821,\n",
       " '销售管理': '0200',\n",
       " '销售总监': '0201',\n",
       " '销售经理': '0202',\n",
       " '销售主管': '0203',\n",
       " '业务拓展主管/经理': '0232',\n",
       " '渠道/分销总监': '0233',\n",
       " '渠道/分销经理': '0207',\n",
       " '渠道/分销主管': '0220',\n",
       " '大客户管理': '0235',\n",
       " '客户经理/主管': '0208',\n",
       " '区域销售总监': '0230',\n",
       " '区域销售经理': '0226',\n",
       " '区域销售主管': '0236',\n",
       " '城市经理': '0237',\n",
       " '团购经理/主管': '0234',\n",
       " '销售人员': 3000.0,\n",
       " '大客户销售': 3009,\n",
       " '销售代表': 3001,\n",
       " '区域销售代表': 3014,\n",
       " '渠道/分销专员': 3002,\n",
       " '客户代表': 3003,\n",
       " '销售工程师': 3004,\n",
       " '电话销售': 3005,\n",
       " '地推专员': 3017,\n",
       " '门店销售': 3016,\n",
       " '海外销售': 3015,\n",
       " '网络销售/在线销售': 3010,\n",
       " '直播销售': 3013,\n",
       " '团购业务员': 3008,\n",
       " '经销商': 3006,\n",
       " '会籍顾问': 3011,\n",
       " '销售助理': 3012,\n",
       " '销售行政及商务': 3100,\n",
       " '销售行政经理/主管': 3101,\n",
       " '销售行政专员': 3102,\n",
       " '业务分析经理/主管': 3108,\n",
       " '业务分析专员/助理': 3109,\n",
       " '商务经理': 3103,\n",
       " '商务主管/专员': 3104,\n",
       " '商务助理': 3105,\n",
       " '销售行政助理': 3106,\n",
       " '客服及支持': 3200,\n",
       " '客服总监': 3201,\n",
       " '客服经理': 3202,\n",
       " '客服主管': 3203,\n",
       " '客服专员/助理': 3204,\n",
       " '客户关系经理/主管': 3210,\n",
       " '售前/售后技术支持经理': 3205,\n",
       " '售前/售后技术支持主管': 3206,\n",
       " '售前/售后技术支持工程师': 3207,\n",
       " '咨询热线/呼叫中心服务人员': 3208,\n",
       " '网络/在线客服': 3213,\n",
       " '投诉专员': 3211,\n",
       " 'VIP专员': 3212,\n",
       " '财务/审计/税务': '0400',\n",
       " '首席财务官 CFO': '0444',\n",
       " '财务总监': '0401',\n",
       " '财务经理': '0402',\n",
       " '财务专员': '0458',\n",
       " '财务顾问': '0445',\n",
       " '财务主管/总账主管': '0403',\n",
       " '财务助理/财务文员': '0422',\n",
       " '财务分析经理/主管': '0406',\n",
       " '财务分析员': '0407',\n",
       " '固定资产会计': '0448',\n",
       " '会计经理/会计主管': '0404',\n",
       " '会计': '0405',\n",
       " '会计助理': '0457',\n",
       " '成本经理/成本主管': '0408',\n",
       " '成本管理员': '0409',\n",
       " '出纳员': '0414',\n",
       " '资金经理/主管': '0449',\n",
       " '资金专员': '0450',\n",
       " '审计经理/主管': '0410',\n",
       " '审计专员/助理': '0419',\n",
       " '税务经理/税务主管': '0411',\n",
       " '税务专员/助理': '0412',\n",
       " '统计员': '0446',\n",
       " '金融/证券/期货/投资': 3300,\n",
       " '证券/期货/外汇经纪人': 3301,\n",
       " '证券分析师': 3302,\n",
       " '期货分析师': 3319,\n",
       " '量化研究': 3316,\n",
       " '证券交易员': 3320,\n",
       " '股票/期货操盘手': 3303,\n",
       " '金融/经济研究员': 3304,\n",
       " '金融产品经理': 3312,\n",
       " '金融产品销售': 3315,\n",
       " '机构业务销售': 3317,\n",
       " '投资总监': 3322,\n",
       " '投资经理': 3323,\n",
       " '基金经理': 3341,\n",
       " '投资顾问': 3325,\n",
       " '理财顾问': 3326,\n",
       " '投资银行业务': 3307,\n",
       " '投资银行财务分析': 3313,\n",
       " '融资经理/融资主管': 3308,\n",
       " '融资专员': 3309,\n",
       " '营业部总经理/副总经理': 3318,\n",
       " '风险管理/控制': 3314,\n",
       " '资产管理': 3324,\n",
       " '拍卖/担保/典当业务': 3310,\n",
       " '银行': 2200,\n",
       " '行长/副行长': 2207,\n",
       " '银行客户总监': 2231,\n",
       " '个人业务部门经理/主管': 2223,\n",
       " '个人业务客户经理': 2224,\n",
       " '公司业务部门经理/主管': 2225,\n",
       " '公司业务客户经理': 2226,\n",
       " '综合业务经理/主管': 2227,\n",
       " '综合业务专员': 2228,\n",
       " '理财经理': 2233,\n",
       " '资产评估/分析': 2208,\n",
       " '风险控制': 2209,\n",
       " '信贷管理': 2215,\n",
       " '催收': 3340,\n",
       " '信审核查': 2229,\n",
       " '进出口/信用证结算': 2210,\n",
       " '外汇交易': 2212,\n",
       " '清算人员': 2211,\n",
       " '高级客户经理/客户经理': 2213,\n",
       " '客户主管/专员': 2214,\n",
       " '营业部大堂经理': 2230,\n",
       " '信用卡销售': 2222,\n",
       " '呼叫中心客服': 2232,\n",
       " '银行柜员': 2216,\n",
       " '小微信贷专员': 2234,\n",
       " '保险': 3400,\n",
       " '保险精算师': 3401,\n",
       " '保险产品开发/项目策划': 3402,\n",
       " '保险业务经理/主管': 3403,\n",
       " '保险经纪人/保险代理': 3404,\n",
       " '保险电销': 3414,\n",
       " '保险核保': 3407,\n",
       " '保险理赔': 3408,\n",
       " '保险客户服务/续期管理': 3409,\n",
       " '保险培训师': 3410,\n",
       " '保险内勤': 3411,\n",
       " '契约管理': 3413,\n",
       " '理财顾问/财务规划师': 3405,\n",
       " '储备经理人': 3406,\n",
       " '保险业务推动/督导': 3415,\n",
       " '生产/营运': 3500,\n",
       " '工厂经理/厂长': 3501,\n",
       " '总工程师/副总工程师': 3502,\n",
       " '项目经理/主管': '0833',\n",
       " '项目工程师': 3504,\n",
       " '营运经理': 3505,\n",
       " '营运主管': 3506,\n",
       " '生产总监': 3514,\n",
       " '生产经理/车间主任': 3507,\n",
       " '生产主管': 3509,\n",
       " '生产领班/组长': 3515,\n",
       " '生产计划/物料管理(PMC)': 3508,\n",
       " '生产文员': 3512,\n",
       " '生产跟单': 3518,\n",
       " '设备主管': 3516,\n",
       " '化验员': 3510,\n",
       " '厂务': 3517,\n",
       " '质量安全': 3600,\n",
       " '质量管理/测试经理(QA/QC经理)': 3601,\n",
       " '质量管理/测试主管(QA/QC主管)': 3602,\n",
       " '质量管理/测试工程师(QA/QC工程师)': 3603,\n",
       " '可靠度工程师': 3605,\n",
       " '故障分析工程师': 3606,\n",
       " '认证工程师': 3607,\n",
       " '体系工程师': 3608,\n",
       " '质检员/测试员(QC)': 3604,\n",
       " '审核员': 3615,\n",
       " '环境/健康/安全经理/主管（EHS）': 3609,\n",
       " '环境/健康/安全工程师（EHS）': 3610,\n",
       " '安全员': 2129,\n",
       " '供应商管理': 3611,\n",
       " '采购材料、设备质量管理': 3612,\n",
       " '工程/机械/能源': '0500',\n",
       " '技术研发经理/主管': '0510',\n",
       " '技术研发工程师': '0511',\n",
       " '产品工艺/制程工程师': '0547',\n",
       " '产品规划工程师': '0559',\n",
       " '项目管理': '0584',\n",
       " '实验室负责人/工程师': '0512',\n",
       " '工程/设备经理': '0513',\n",
       " '工程/设备主管': '0514',\n",
       " '工程/设备工程师': '0515',\n",
       " '工程/机械绘图员': '0523',\n",
       " '工业工程师': '0560',\n",
       " '材料工程师': '0582',\n",
       " '机械工程师': '0539',\n",
       " '结构工程师': '0561',\n",
       " '模具工程师': '0548',\n",
       " '机电工程师': '0544',\n",
       " '机械设计': '0586',\n",
       " '模具设计': '0587',\n",
       " '维修经理/主管': '0580',\n",
       " '维修工程师': '0537',\n",
       " '装配工程师/技师': '0581',\n",
       " '铸造/锻造工程师/技师': '0562',\n",
       " '注塑工程师/技师': '0563',\n",
       " '焊接工程师/技师': '0564',\n",
       " '夹具工程师/技师': '0565',\n",
       " 'CNC工程师': '0566',\n",
       " '冲压工程师/技师': '0567',\n",
       " '锅炉工程师/技师': '0568',\n",
       " '电力工程师/技术员': '0569',\n",
       " '光源与照明工程': '0570',\n",
       " '光伏系统工程师': '0583',\n",
       " '汽车/摩托车工程师': '0571',\n",
       " '船舶工程师': '0572',\n",
       " '轨道交通工程师/技术员': '0575',\n",
       " '飞机维修机械师': '0576',\n",
       " '飞行器设计与制造': '0573',\n",
       " '水利/水电工程师': '0577',\n",
       " '空调/热能工程师': '0585',\n",
       " '石油天然气技术人员': '0578',\n",
       " '矿产勘探/地质勘测工程师': '0579',\n",
       " '汽车研发设计': 7100,\n",
       " '汽车项目管理': 7101,\n",
       " '汽车设计工程师': 7102,\n",
       " '车身/造型设计': 7103,\n",
       " '汽车结构工程师': 7104,\n",
       " '内外饰工程师': 7105,\n",
       " '汽车电子工程师': 7106,\n",
       " '电气/电器工程师': 7107,\n",
       " '附件系统工程师': 7108,\n",
       " '动力总成工程师': 7109,\n",
       " '发动机工程师': 7110,\n",
       " '底盘工程师': 7111,\n",
       " '汽车安全性能工程师': 7112,\n",
       " '汽车试验工程师': 7113,\n",
       " '新能源电池工程师': 7114,\n",
       " '新能源电控工程师': 7115,\n",
       " '新能源电机工程师': 7116,\n",
       " '汽车标定工程师': 7117,\n",
       " '发动机匹配工程师': 7118,\n",
       " '车联网工程师': 7119,\n",
       " '智能驾驶工程师': 7120,\n",
       " '研发总监/部长/专家': 7121,\n",
       " '汽车制造': 5400,\n",
       " '汽车质量工程师': 5404,\n",
       " '供应商质量工程师': 5421,\n",
       " '前期质量工程师': 5422,\n",
       " '过程质量工程师': 5423,\n",
       " '客户质量工程师': 5424,\n",
       " '汽车装配工艺工程师': 5406,\n",
       " '总装工程师': 5425,\n",
       " '焊接工艺工程师': 5426,\n",
       " '冲压工艺工程师': 5427,\n",
       " '涂装工艺工程师': 5428,\n",
       " '汽车销售与服务': 5900,\n",
       " '汽车销售/经纪人': 5903,\n",
       " '售后服务/客户服务': 5902,\n",
       " '汽车金融销售': 5916,\n",
       " '汽车金融经理': 5918,\n",
       " '汽车金融专员': 5917,\n",
       " '车险定损/理赔': 5915,\n",
       " '汽车修理工': 5907,\n",
       " '汽车检验/检测': 5905,\n",
       " '汽车装饰美容': 5906,\n",
       " '汽车钣金': 5913,\n",
       " '汽车喷漆': 5914,\n",
       " '汽车电工': 5912,\n",
       " '洗车工': 5908,\n",
       " '4S店经理/维修站经理': 5901,\n",
       " '二手车评估师': 5904,\n",
       " '加油站工作员': 5910,\n",
       " '技工普工': 3700,\n",
       " '普工/操作工': 3710,\n",
       " '技工': 3701,\n",
       " '叉车司机/铲车司机': 3707,\n",
       " '吊车司机': 3728,\n",
       " '挖掘机司机': 3729,\n",
       " '组装工': 3715,\n",
       " '包装工': 3716,\n",
       " '焊工': 3703,\n",
       " '氩弧焊工': 3717,\n",
       " '电工': 3706,\n",
       " '电力线路工': 3718,\n",
       " '旋压工': 3719,\n",
       " '仪表工': 3720,\n",
       " '电镀工': 3721,\n",
       " '喷塑工': 3722,\n",
       " '水工': 3709,\n",
       " '木工': 2139,\n",
       " '漆工': 3724,\n",
       " '空调工': 3708,\n",
       " '电梯工': 2141,\n",
       " '锅炉工': 3726,\n",
       " '3D打印操作员': 3730,\n",
       " '学徒工': 3727,\n",
       " '服装/纺织/皮革': 3800,\n",
       " '服装/纺织设计总监': 3812,\n",
       " '服装/纺织设计': 3801,\n",
       " '服装/纺织/皮革工艺师': 3813,\n",
       " '面料辅料开发': 3802,\n",
       " '面料辅料采购': 3803,\n",
       " '服装/纺织/皮革跟单': 3804,\n",
       " '服装领班': 3814,\n",
       " '服装纺织质检员(QA/QC)': 3805,\n",
       " '板房/楦头/底格出格师': 3806,\n",
       " '电脑放码员': 3811,\n",
       " '纸样师/车板工': 3808,\n",
       " '裁床': 3809,\n",
       " '打样/制版': 3807,\n",
       " '裁剪工': 3815,\n",
       " '缝纫工': 3816,\n",
       " '手缝工': 3817,\n",
       " '烫工': 3818,\n",
       " '样衣工': 3819,\n",
       " '纺织工': 3820,\n",
       " '针织工': 3821,\n",
       " '配色工': 3822,\n",
       " '印染工': 3823,\n",
       " '漂染工': 3824,\n",
       " '挡车工': 3825,\n",
       " '整经工': 3826,\n",
       " '细纱工': 3827,\n",
       " '浆纱工': 3828,\n",
       " '采购': 3900,\n",
       " '采购总监': 3901,\n",
       " '采购经理': 3902,\n",
       " '采购主管': 3903,\n",
       " '采购员': 3904,\n",
       " '采购助理': 3905,\n",
       " '买手': 3908,\n",
       " '供应商开发': 3909,\n",
       " '贸易': 4000.0,\n",
       " '贸易/外贸经理/主管': 4001,\n",
       " '贸易/外贸专员/助理': 4002,\n",
       " '外贸销售': 4009,\n",
       " '国内贸易人员': 4003,\n",
       " '业务跟单经理': 4004,\n",
       " '高级业务跟单': 4005,\n",
       " '业务跟单': 4006,\n",
       " '助理业务跟单': 4007,\n",
       " '物流/仓储': '0800',\n",
       " '物流总监': '0827',\n",
       " '物流经理': '0801',\n",
       " '物流主管': '0802',\n",
       " '物流专员/助理': '0814',\n",
       " '物流销售': '0837',\n",
       " '供应链总监': '0828',\n",
       " '供应链经理': '0825',\n",
       " '供应链主管/专员': '0826',\n",
       " '物料经理': '0803',\n",
       " '物料主管/专员': '0804',\n",
       " '仓库经理/主管': '0808',\n",
       " '仓库管理员': '0809',\n",
       " '仓库文员': '0840',\n",
       " '订单处理员': '0834',\n",
       " '运输经理/主管': '0810',\n",
       " '货运代理': '0829',\n",
       " '集装箱业务': '0830',\n",
       " '海关事务管理': '0832',\n",
       " '报关与报检': '0811',\n",
       " '单证员': '0812',\n",
       " '船务/空运陆运操作': '0815',\n",
       " '快递员': '0813',\n",
       " '分拣员': '0838',\n",
       " '调度员': '0831',\n",
       " '安检员': '0835',\n",
       " '仓储理货员': '0823',\n",
       " '搬运工': '0836',\n",
       " '装卸工': '0839',\n",
       " '生物/制药/医疗器械': 4100,\n",
       " '生物工程/生物制药': 4101,\n",
       " '化学分析测试员': 4116,\n",
       " '医药技术研发管理人员': 4103,\n",
       " '医药技术研发人员': 4104,\n",
       " '医药学术推广': 4126,\n",
       " '临床研究员': 4105,\n",
       " '临床协调员': 4106,\n",
       " '临床监查员': 4127,\n",
       " '临床数据分析员': 4123,\n",
       " '药品注册': 4107,\n",
       " '药品生产/质量管理': 4108,\n",
       " '药品市场推广经理': 4109,\n",
       " '药品市场推广主管/专员': 4110,\n",
       " '医药招商': 4120,\n",
       " '政府事务管理': 4121,\n",
       " '招投标管理': 4122,\n",
       " '医药销售经理/主管': 4111,\n",
       " '医药代表': 4112,\n",
       " '医药销售人员': 4102,\n",
       " '医疗器械注册': 4117,\n",
       " '医疗器械研发': 4124,\n",
       " '医疗器械生产/质量管理': 4118,\n",
       " '医疗器械市场推广': 4113,\n",
       " '医疗器械销售经理/主管': 4125,\n",
       " '医疗器械销售代表': 4114,\n",
       " '医疗器械维修人员': 4119,\n",
       " '化工': 5500,\n",
       " '化工技术应用/化工工程师': 5501,\n",
       " '化工实验室研究员/技术员': 5502,\n",
       " '涂料研发工程师': 5503,\n",
       " '配色技术员': 5504,\n",
       " '塑料工程师': 5505,\n",
       " '化妆品研发': 5506,\n",
       " '食品/饮料研发': 5507,\n",
       " '造纸研发': 5509,\n",
       " '医院/医疗/护理': 1300,\n",
       " '医院管理人员': 1302,\n",
       " '综合门诊/全科医生': 1328,\n",
       " '内科医生': 1301,\n",
       " '外科医生': 1317,\n",
       " '专科医生': 1318,\n",
       " '牙科医生': 1319,\n",
       " '妇产科医生': 1337,\n",
       " '眼科医生': 1339,\n",
       " '美容整形师': 1320,\n",
       " '医美咨询': 1329,\n",
       " '麻醉医生': 1308,\n",
       " '超声影像/放射科医师': 1327,\n",
       " '理疗师': 1321,\n",
       " '中医科医生': 1322,\n",
       " '针灸/推拿': 1313,\n",
       " '儿科医生': 1325,\n",
       " '心理医生': 1309,\n",
       " '心理咨询师': 1335,\n",
       " '营养师': 1314,\n",
       " '健康管理师': 1330,\n",
       " '药库主任/药剂师': 1304,\n",
       " '医学检验': 1310,\n",
       " '核酸检测员': 1331,\n",
       " '公共卫生/疾病控制': 1323,\n",
       " '消毒员': 1333,\n",
       " '防疫员': 1332,\n",
       " '护理主任/护士长': 1324,\n",
       " '护士/护理人员': 1305,\n",
       " '导医': 1336,\n",
       " '兽医': 1315,\n",
       " '验光师': 1326,\n",
       " '广告': 4200,\n",
       " '广告客户总监/副总监': 4201,\n",
       " '广告客户经理': 4202,\n",
       " '广告客户主管/专员': 4203,\n",
       " '广告创意总监': 4205,\n",
       " '广告创意/设计经理': 4204,\n",
       " '广告创意/设计主管/专员': 4206,\n",
       " '广告制作执行': 4212,\n",
       " '广告销售': 4213,\n",
       " '美术指导': 4211,\n",
       " '文案/策划': 4207,\n",
       " '企业/业务发展经理': 4208,\n",
       " '企业策划人员': 4209,\n",
       " '公关/媒介': 4300,\n",
       " '公关总监': 4315,\n",
       " '公关经理': 4301,\n",
       " '公关主管': 4302,\n",
       " '公关专员': 4303,\n",
       " '会务/会展经理': 4304,\n",
       " '会务/会展主管': 4305,\n",
       " '会务/会展专员': 4306,\n",
       " '媒介经理': 4307,\n",
       " '媒介主管': 4308,\n",
       " '媒介专员': 4309,\n",
       " '公关/媒介助理': 4310,\n",
       " '媒介销售': 4312,\n",
       " '活动策划': 4313,\n",
       " '活动执行': 4314,\n",
       " '市场/营销': '0300',\n",
       " '市场/营销/拓展总监': '0301',\n",
       " '市场/营销/拓展经理': '0302',\n",
       " '市场/营销/拓展主管': '0303',\n",
       " '市场/营销/拓展专员': '0304',\n",
       " '市场助理': '0305',\n",
       " '互联网营销师': '0340',\n",
       " '市场分析/调研人员': '0324',\n",
       " '产品/品牌经理': '0306',\n",
       " '产品/品牌主管': '0307',\n",
       " '产品/品牌专员': '0330',\n",
       " '市场通路经理/主管': '0308',\n",
       " '市场通路专员': '0335',\n",
       " '市场企划经理/主管': '0336',\n",
       " '市场企划专员': '0337',\n",
       " '促销经理': '0310',\n",
       " '选址拓展/新店开发': '0338',\n",
       " '影视/媒体': 4400,\n",
       " '影视策划/制作人员': 4401,\n",
       " '导演/编导': 4402,\n",
       " '编剧': 4417,\n",
       " '制片人': 4418,\n",
       " '艺术/设计总监': 4403,\n",
       " '艺术指导/舞台美术设计': 4414,\n",
       " '经纪人/星探': 4404,\n",
       " '主播/主持人': 4405,\n",
       " '摄影师/摄像师': 4406,\n",
       " '后期制作': 4411,\n",
       " '视频剪辑': 4416,\n",
       " '音效师': 4407,\n",
       " '配音员': 4408,\n",
       " '灯光师': 4415,\n",
       " '放映经理/主管': 4412,\n",
       " '放映员': 4413,\n",
       " '编辑出版': 4500,\n",
       " '总编/副总编': 4501,\n",
       " '编辑': 4502,\n",
       " '作家/撰稿人': 4517,\n",
       " '记者': 4503,\n",
       " '电话采编': 4516,\n",
       " '美术编辑': 4504,\n",
       " '排版设计': 4505,\n",
       " '出版/发行': 4507,\n",
       " '建筑规划与设计': 6900,\n",
       " '室内设计总监': 6919,\n",
       " '室内设计经理/主管': 6918,\n",
       " '室内设计': 6901,\n",
       " '室内设计师助理': 6917,\n",
       " '软装设计': 6902,\n",
       " '精装设计': 6903,\n",
       " '家装顾问': 6920,\n",
       " '建筑设计师': 6905,\n",
       " '钢结构设计': 6906,\n",
       " '幕墙设计': 6907,\n",
       " '建筑结构设计': 6908,\n",
       " '建筑制图/模型/渲染': 6909,\n",
       " '暖通设计': 6911,\n",
       " '给排水设计': 6912,\n",
       " '建筑机电设计': 6910,\n",
       " '园艺/园林/景观设计': 6914,\n",
       " '城市规划设计': 6913,\n",
       " '规划与设计': 6904,\n",
       " 'BIM工程师': 6916,\n",
       " '建筑工程与装潢': 2100,\n",
       " '建筑工程师': 2101,\n",
       " '高级建筑工程师/总工': 2123,\n",
       " '给排水/暖通工程': 2104,\n",
       " '幕墙工程师': 2122,\n",
       " '建筑机电工程师': 2103,\n",
       " '楼宇自动化': 2125,\n",
       " '智能大厦/综合布线/安防/弱电': 2126,\n",
       " '精装修工程师': 2146,\n",
       " '房修工程师': 2147,\n",
       " '结构/土木/土建工程师': 2102,\n",
       " '公路/桥梁/港口/隧道工程': 2118,\n",
       " '岩土工程': 2119,\n",
       " '测绘/测量': 2120,\n",
       " '开发报建': 2127,\n",
       " '工程造价师/预结算经理': 2105,\n",
       " '预结算员': 2124,\n",
       " '建筑工程管理/项目经理': 2106,\n",
       " '建筑项目助理': 2133,\n",
       " '建筑工程验收': 2121,\n",
       " '工程监理': 2107,\n",
       " '市政工程师': 2132,\n",
       " '合同管理': 2128,\n",
       " '资料员': 2130,\n",
       " '建筑安装施工员': 2111,\n",
       " '砌筑工': 2134,\n",
       " '瓦工': 2135,\n",
       " '混凝土工': 2136,\n",
       " '浇注工': 2137,\n",
       " '钢筋工': 2138,\n",
       " '油漆工': 2140,\n",
       " '抹灰工': 2142,\n",
       " '施工开料工': 2143,\n",
       " '管道/暖通': 2144,\n",
       " '工长': 2145,\n",
       " '消防安全': 2112,\n",
       " '房地产开发': 4600,\n",
       " '房地产项目/策划经理': 4601,\n",
       " '房地产项目/策划主管/专员': 4602,\n",
       " '房地产投资管理': 4604,\n",
       " '房产项目配套工程师': 4603,\n",
       " '房地产项目招投标': 4608,\n",
       " '房地产投资分析': 4610,\n",
       " '房地产资产管理': 4611,\n",
       " '监察人员': 4612,\n",
       " '房地产销售与中介': 6000.0,\n",
       " '房地产销售经理/主管': 6009,\n",
       " '房地产销售': 6010,\n",
       " '房地产中介/置业顾问': 6001,\n",
       " '房地产评估': 6002,\n",
       " '房地产店长/经理': 6004,\n",
       " '房地产内勤': 6007,\n",
       " '房地产客服': 6006,\n",
       " '物业管理': 4700,\n",
       " '物业管理经理': 4702,\n",
       " '物业管理主管': 4714,\n",
       " '物业管理专员/助理': 4703,\n",
       " '招商/租赁/租售': 4704,\n",
       " '写字楼运营': 4719,\n",
       " '长租公寓管家/养老专员': 4717,\n",
       " '高级物业顾问/物业顾问': 4701,\n",
       " '前介工程师': 4716,\n",
       " '物业设施管理人员': 4705,\n",
       " '物业机电维修工': 4715,\n",
       " '物业机电工程师': 4708,\n",
       " '物业维修员': 4706,\n",
       " '停车管理员': 4709,\n",
       " '保安经理': 4710,\n",
       " '保安人员': 4711,\n",
       " '保洁': 4712,\n",
       " '绿化工': 4713,\n",
       " '人力资源': '0600',\n",
       " '人事总监': '0601',\n",
       " 'HRBP': '0611',\n",
       " '人事经理': '0602',\n",
       " '人事主管': '0603',\n",
       " '人事专员': '0604',\n",
       " '人事助理': '0605',\n",
       " '招聘经理/主管': '0606',\n",
       " '招聘专员/助理': '0626',\n",
       " '薪资福利经理/主管': '0607',\n",
       " '薪资福利专员/助理': '0608',\n",
       " '绩效考核经理/主管': '0627',\n",
       " '绩效考核专员/助理': '0628',\n",
       " '培训经理/主管': '0609',\n",
       " '培训专员/助理/培训师': '0610',\n",
       " '企业文化/员工关系/工会管理': '0629',\n",
       " '人力资源信息系统专员': '0630',\n",
       " '劳务派遣专员': '0635',\n",
       " '高级管理': '0700',\n",
       " '首席执行官CEO/总裁/总经理': '0701',\n",
       " '首席运营官COO': '0707',\n",
       " '副总经理/副总裁': '0702',\n",
       " '合伙人': '0704',\n",
       " '总监/部门经理': '0705',\n",
       " '策略发展总监': '0710',\n",
       " '企业秘书/董事会秘书': '0711',\n",
       " '投资者关系': '0712',\n",
       " '办事处首席代表': '0708',\n",
       " '办事处/分公司/分支机构经理': '0709',\n",
       " '总裁助理/总经理助理': '0703',\n",
       " '行政/后勤': 2300,\n",
       " '行政总监': 2301,\n",
       " '行政经理/主管/办公室主任': 2302,\n",
       " '行政专员/助理': 2303,\n",
       " '经理助理/秘书': 2304,\n",
       " '文员': 2311,\n",
       " '党工团干事': 2310,\n",
       " '前台接待/总机/接待生': 2305,\n",
       " '图书管理员/资料管理员': 2307,\n",
       " '档案管理员': 2312,\n",
       " '电脑操作员/打字员': 2308,\n",
       " '后勤': 2306,\n",
       " '咨询/顾问': 1400,\n",
       " '专业顾问': 1401,\n",
       " '咨询总监': 1402,\n",
       " '咨询经理': 1403,\n",
       " '专业培训师': 1406,\n",
       " '咨询员': 1404,\n",
       " '调研员': 1409,\n",
       " '猎头/人才中介': 1408,\n",
       " '情报信息分析人员': 1407,\n",
       " '律师/法务/合规': 1100,\n",
       " '律师/法律顾问': 1101,\n",
       " '律师助理': 1103,\n",
       " '法务总监': 1111,\n",
       " '法务经理': 1106,\n",
       " '法务主管/专员': 1102,\n",
       " '法务助理': 1107,\n",
       " '合规经理': 1109,\n",
       " '合规主管/专员': 1110,\n",
       " '知识产权/专利/商标': 1108,\n",
       " '教师': 1200,\n",
       " '英语老师': 1219,\n",
       " '数学老师': 1220,\n",
       " '语文老师': 1221,\n",
       " '物理老师': 1222,\n",
       " '化学老师': 1223,\n",
       " '日语老师': 1224,\n",
       " '幼教': 1207,\n",
       " '早教老师': 1225,\n",
       " '美术老师': 1228,\n",
       " '钢琴老师': 1233,\n",
       " '音乐老师': 1226,\n",
       " '体育教师': 1216,\n",
       " '其他外语老师': 1215,\n",
       " '在线辅导老师': 1218,\n",
       " '小学教师': 1209,\n",
       " '初中教师': 1231,\n",
       " '高中教师': 1232,\n",
       " '大学教授': 1208,\n",
       " '职业技术教师': 1211,\n",
       " '讲师/助教': 1204,\n",
       " '家教': 1205,\n",
       " '兼职教师': 1210,\n",
       " '教育咨询': 8100,\n",
       " '课程顾问': 8101,\n",
       " '招生老师': 8102,\n",
       " '学习规划师': 8103,\n",
       " '留学顾问': 8104,\n",
       " '教育管理': 8200,\n",
       " '校长': 8201,\n",
       " '班主任/辅导员': 8202,\n",
       " '院校教务管理人员': 8203,\n",
       " '园长': 8204,\n",
       " '教研组长/主管': 8205,\n",
       " '教研员': 8206,\n",
       " '教师培训/师训': 8207,\n",
       " '培训': 5700,\n",
       " '培训督导': 5701,\n",
       " '培训讲师': 5702,\n",
       " '培训策划': 5703,\n",
       " '培训产品开发': 5707,\n",
       " '培训助理': 5704,\n",
       " '科研': 1000.0,\n",
       " '科研管理人员': 1002,\n",
       " '科研人员': 1001,\n",
       " '餐饮服务': 4800,\n",
       " '餐饮店长/经理': 4801,\n",
       " '餐饮大堂经理': 4819,\n",
       " '餐厅领班': 4802,\n",
       " '餐饮服务员': 4803,\n",
       " '行政主厨/厨师长': 4806,\n",
       " '中餐厨师': 4807,\n",
       " '西餐厨师': 4820,\n",
       " '日式厨师': 4821,\n",
       " '面点师': 4822,\n",
       " '西点师': 4823,\n",
       " '厨师助理/学徒': 4812,\n",
       " '茶艺师': 4809,\n",
       " '咖啡师': 4816,\n",
       " '调酒师/侍酒师/吧台员': 4808,\n",
       " '礼仪/迎宾': 4804,\n",
       " '餐饮预订员': 4824,\n",
       " '餐饮收银员': 4818,\n",
       " '配菜/打荷': 4813,\n",
       " '传菜主管': 4811,\n",
       " '传菜员': 4825,\n",
       " '洗碗工': 4814,\n",
       " '送餐员': 4815,\n",
       " '杂工': 4817,\n",
       " ...}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "职能_参数构建 = {value:key for key,value in 职能分类_str.items()}\n",
    "职能_参数构建"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 生成URL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https',\n",
       " 'search.51job.com',\n",
       " '/list/030200,000000,0000,33,9,99,%2B,2,1.html',\n",
       " '',\n",
       " 'lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " '']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "参数模版 = urllib.parse.urlparse(行业分类[2])\n",
    "参数模版_list = pd.Series(参数模版).tolist()\n",
    "参数模版_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/list/030200', '000000', '0000', '33', '9', '99', '%2B', '2', '1.html']"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "行业参数 = 参数模版_list[2].split(',')\n",
    "行业参数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def url_参数模板生成(function,industries,keyword):\n",
    "    function_values = 职能_参数构建[function]\n",
    "    industries_values = 行业_参数构建[industries]\n",
    "    keyword_values = urllib.parse.quote(keyword)\n",
    "    行业参数[2] = str(function_values)\n",
    "    行业参数[3] = str(industries_values)\n",
    "    行业参数[6] = str(keyword_values)\n",
    "    完整参数 = \",\".join(行业参数)\n",
    "    参数模版_list[2] = 完整参数\n",
    "    url_参数 =  urllib.parse.urlunparse(参数模版_list)      \n",
    "    return (url_参数)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare='"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "generate_url = url_参数模板生成(\"产品经理/主管\",\"互联网/电子商务\",\"互联网\")\n",
    "generate_url"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 翻页且获取页面内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "r = session.get(generate_url)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'{\"top_ads\":[],\"auction_ads\":[],\"market_ads\":[],\"engine_search_result\":[{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131791501\",\"coid\":\"5998347\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131791501.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5998347.html\",\"company_name\":\"广州爱奇技术有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030203\",\"workarea_text\":\"广州-海珠区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"创业公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 16:52:58\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 股票期权 弹性工作 定期体检 周末双休\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"餐饮补贴\",\"专业培训\",\"绩效奖金\",\"年终奖金\",\"股票期权\",\"弹性工作\",\"定期体检\",\"周末双休\"],\"attribute_text\":[\"广州-海珠区\",\"3-4年经验\",\"本科\",\"招若干人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"131341559\",\"coid\":\"6491513\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131341559.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coUTFVNV81BzgOblMxUTc.html\",\"company_name\":\"瑞德互联信息技术（广州）有限公司\",\"providesalary_text\":\"1.5-1.8万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 10:46:09\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-天河区\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"130793155\",\"coid\":\"6245060\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130793155.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网\\\\/大数据产品经理\",\"job_title\":\"互联网\\\\/大数据产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6245060.html\",\"company_name\":\"广州华杰电子商务有限公司\",\"providesalary_text\":\"1.5-3万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"7\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 18:25:19\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州-天河区\",\"3-4年经验\",\"硕士\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"110884313\",\"coid\":\"2325297\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/110884313.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2325297.html\",\"company_name\":\"广州网融信息技术有限公司\",\"providesalary_text\":\"0.8-1.2万\\\\/月\",\"workarea\":\"030203\",\"workarea_text\":\"广州-海珠区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 13:37:12\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 餐饮补贴 定期体检 季度活动 周末双休\",\"jobwelf_list\":[\"五险一金\",\"餐饮补贴\",\"定期体检\",\"季度活动\",\"周末双休\"],\"attribute_text\":[\"广州-海珠区\",\"3-4年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"50-150人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"127862913\",\"coid\":\"2591124\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/127862913.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"（中医行业）互联网产品经理\",\"job_title\":\"（中医行业）互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2591124.html\",\"company_name\":\"广东博宏药业有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030207\",\"workarea_text\":\"广州-番禺区\",\"updatedate\":\"05-14\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"5\",\"workyear\":\"5\",\"issuedate\":\"2021-05-14 15:20:36\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 绩效奖金 年终奖金 员工旅游 专业培训 周末双休\",\"jobwelf_list\":[\"五险一金\",\"绩效奖金\",\"年终奖金\",\"员工旅游\",\"专业培训\",\"周末双休\"],\"attribute_text\":[\"广州-番禺区\",\"3-4年经验\",\"大专\",\"招1人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"制药\\\\/生物工程\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"130086444\",\"coid\":\"3851153\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130086444.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3851153.html\",\"company_name\":\"深圳市宝润兴业互联网信息服务有限公司\",\"providesalary_text\":\"1.1-1.7万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-17\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-17 16:51:42\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"\",\"jobwelf_list\":[\"\"],\"attribute_text\":[\"广州\",\"3-4年经验\",\"本科\",\"招3人\"],\"companysize_text\":\"500-1000人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"119262327\",\"coid\":\"3436472\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/119262327.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3436472.html\",\"company_name\":\"广州快塑电子商务有限公司\",\"providesalary_text\":\"1-2万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"\",\"workyear\":\"\",\"issuedate\":\"2021-05-18 09:20:07\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"周末双休 带薪年假 五险一金 节日福利 餐饮补贴\",\"jobwelf_list\":[\"周末双休\",\"带薪年假\",\"五险一金\",\"节日福利\",\"餐饮补贴\"],\"attribute_text\":[\"广州-天河区\",\"招2人\"],\"companysize_text\":\"150-500人\",\"companyind_text\":\"互联网\\\\/电子商务\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"118530514\",\"coid\":\"3220050\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/118530514.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3220050.html\",\"company_name\":\"广州天源信息科技股份有限公司\",\"providesalary_text\":\"1-1.5万\\\\/月\",\"workarea\":\"030200\",\"workarea_text\":\"广州\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 10:00:30\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 定期体检 弹性工作\",\"jobwelf_list\":[\"五险一金\",\"定期体检\",\"弹性工作\"],\"attribute_text\":[\"广州\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"50-150人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"128201329\",\"coid\":\"5429161\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128201329.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理\",\"job_title\":\"互联网产品经理\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5429161.html\",\"company_name\":\"广州市悦到信息科技有限公司\",\"providesalary_text\":\"20-30万\\\\/年\",\"workarea\":\"030203\",\"workarea_text\":\"广州-海珠区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 16:45:12\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"五险一金 员工旅游 绩效奖金 年终奖金 弹性工作 定期体检 免费班车 周末双休\",\"jobwelf_list\":[\"五险一金\",\"员工旅游\",\"绩效奖金\",\"年终奖金\",\"弹性工作\",\"定期体检\",\"免费班车\",\"周末双休\"],\"attribute_text\":[\"广州-海珠区\",\"3-4年经验\",\"本科\",\"招1人\"],\"companysize_text\":\"少于50人\",\"companyind_text\":\"计算机软件\",\"adid\":\"\"},{\"type\":\"engine_search_result\",\"jt\":\"0\",\"tags\":[],\"ad_track\":\"\",\"jobid\":\"122413246\",\"coid\":\"2705936\",\"effect\":\"1\",\"is_special_job\":\"\",\"job_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/122413246.html?s=sou_sou_soulb&amp;t=0\",\"job_name\":\"互联网产品经理（双休五险一金）\",\"job_title\":\"互联网产品经理（双休五险一金）\",\"company_href\":\"https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2705936.html\",\"company_name\":\"广州丹霄信息技术有限公司\",\"providesalary_text\":\"1.8-2.5万\\\\/月\",\"workarea\":\"030204\",\"workarea_text\":\"广州-天河区\",\"updatedate\":\"05-18\",\"iscommunicate\":\"\",\"companytype_text\":\"民营公司\",\"degreefrom\":\"6\",\"workyear\":\"5\",\"issuedate\":\"2021-05-18 10:03:36\",\"isFromXyz\":\"\",\"isIntern\":\"0\",\"jobwelf\":\"周末双休 五险一金 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height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35212295\\\\\" onmousedown=\\\\\"return AdsClick(35212295)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\\\\\" title=\\\\\"广州市图美广告材料有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35252748\\\\\" onmousedown=\\\\\"return AdsClick(35252748)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\\\\\" title=\\\\\"捷普电子（广州）有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35287308\\\\\" onmousedown=\\\\\"return AdsClick(35287308)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\\\\\" title=\\\\\"广州大晟健康管理有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35244159\\\\\" onmousedown=\\\\\"return AdsClick(35244159)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\\\\\" title=\\\\\"纯雅（广州）香精有限公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n\\\\t&lt;td&gt;&lt;a adid=\\\\\"35244187\\\\\" onmousedown=\\\\\"return AdsClick(35244187)\\\\\" href=\\\\\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\\\\\" title=\\\\\"高化学（上海）国际贸易有限公司广州分公司\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\n&lt;\\\\/tr&gt;\\\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\\\r\\\\n                        &lt;tr&gt;\\\\r\\\\n                            &lt;td&gt;&lt;a href=\\\\\"https:\\\\/\\\\/edu.51job.com\\\\\" target=\\\\\"_blank\\\\\" onfocus=\\\\\"blur()\\\\\"&gt;&lt;img src=\\\\\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\\\\\" border=\\\\\"0\\\\\" width=\\\\\"150\\\\\" height=\\\\\"60\\\\\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\\\r\\\\n                        &lt;\\\\/tr&gt;\\\\r\\\\n                    &lt;\\\\/table&gt;\\\\r\\\\n                                &lt;\\\\/div&gt;\",\"is_collapseexpansion\":\"\",\"co_ads\":[],\"keyword_recommendation\":{\"title\":\"猜你喜欢\",\"data_type\":\"1\",\"keyword\":\"互联网\",\"data\":[{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E9%2587%2591%25E8%259E%258D,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网金融\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网金融\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E9%2594%2580%25E5%2594%25AE,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网销售\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网销售\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E8%25BD%25AF%25E4%25BB%25B6,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网软件\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网软件\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E8%25BF%2590%25E8%2590%25A5,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网运营\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网运营\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E8%2590%25A5%25E9%2594%2580,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网营销\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网营销\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%2B%25E7%2594%25B5%25E5%2595%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网 电商\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网 电商\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E7%25BB%258F%25E7%25BA%25AA%25E4%25BA%25BA,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"互联网经纪人\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 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电商,互联网经纪人,互联网产品,移动互联网,网络\\\\u001a互联网产品\"},{\"href\":\"https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E7%25A7%25BB%25E5%258A%25A8%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=\",\"text\":\"移动互联网\",\"click\":\"15\\\\u001a1\\\\u001a1621334686091\\\\u001a\\\\u001aa8bbaf8d5fcc4c040a749e1e9bc18492\\\\u001a61.242.54.23\\\\u001a1\\\\u001a互联网\\\\u001a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 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沟通技巧\",\"startdate\":\"2020-07-28\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"},{\"url\":\"http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098\",\"txt\":\"数据分析薪资高、人才缺口大\",\"vtxt\":\"Top20%学员大厂定向直推\",\"startdate\":\"2021-02-01\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"},{\"url\":\"https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch\",\"img\":\"\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089\",\"txt\":\"一次完美简历升级，成为offer收割机\",\"vtxt\":\"高薪求职第一步\",\"startdate\":\"2021-02-01\",\"enddate\":\"2021-12-31\",\"indexform\":\"\",\"isdefault\":\"0\"}],\"seo_title\":\"【广州,互联网,产品经理\\\\/主管,互联网\\\\/电子商务招聘，求职】-前程无忧\",\"seo_description\":\"前程无忧为您提供广州,互联网,产品经理\\\\/主管,互联网\\\\/电子商务招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。\",\"seo_keywords\":\"找工作,求职,人才,招聘\"}'"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "__SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "__SEARCH_RESULT__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'top_ads': [],\n",
       " 'auction_ads': [],\n",
       " 'market_ads': [],\n",
       " 'engine_search_result': [{'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131791501',\n",
       "   'coid': '5998347',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131791501.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5998347.html',\n",
       "   'company_name': '广州爱奇技术有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 16:52:58',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 专业培训 绩效奖金 年终奖金 股票期权 弹性工作 定期体检 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '弹性工作',\n",
       "    '定期体检',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131341559',\n",
       "   'coid': '6491513',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131341559.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coUTFVNV81BzgOblMxUTc.html',\n",
       "   'company_name': '瑞德互联信息技术（广州）有限公司',\n",
       "   'providesalary_text': '1.5-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 10:46:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130793155',\n",
       "   'coid': '6245060',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130793155.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网\\\\/大数据产品经理',\n",
       "   'job_title': '互联网\\\\/大数据产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6245060.html',\n",
       "   'company_name': '广州华杰电子商务有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '7',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 18:25:19',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '硕士', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '110884313',\n",
       "   'coid': '2325297',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/110884313.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2325297.html',\n",
       "   'company_name': '广州网融信息技术有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 13:37:12',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 定期体检 季度活动 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '餐饮补贴', '定期体检', '季度活动', '周末双休'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127862913',\n",
       "   'coid': '2591124',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/127862913.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '（中医行业）互联网产品经理',\n",
       "   'job_title': '（中医行业）互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2591124.html',\n",
       "   'company_name': '广东博宏药业有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-14 15:20:36',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 年终奖金 员工旅游 专业培训 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '绩效奖金', '年终奖金', '员工旅游', '专业培训', '周末双休'],\n",
       "   'attribute_text': ['广州-番禺区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '制药\\\\/生物工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130086444',\n",
       "   'coid': '3851153',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130086444.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3851153.html',\n",
       "   'company_name': '深圳市宝润兴业互联网信息服务有限公司',\n",
       "   'providesalary_text': '1.1-1.7万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-17 16:51:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招3人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '119262327',\n",
       "   'coid': '3436472',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/119262327.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3436472.html',\n",
       "   'company_name': '广州快塑电子商务有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '',\n",
       "   'workyear': '',\n",
       "   'issuedate': '2021-05-18 09:20:07',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 五险一金 节日福利 餐饮补贴',\n",
       "   'jobwelf_list': ['周末双休', '带薪年假', '五险一金', '节日福利', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-天河区', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '118530514',\n",
       "   'coid': '3220050',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/118530514.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3220050.html',\n",
       "   'company_name': '广州天源信息科技股份有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 10:00:30',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 弹性工作',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '弹性工作'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128201329',\n",
       "   'coid': '5429161',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128201329.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5429161.html',\n",
       "   'company_name': '广州市悦到信息科技有限公司',\n",
       "   'providesalary_text': '20-30万\\\\/年',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 16:45:12',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 绩效奖金 年终奖金 弹性工作 定期体检 免费班车 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '定期体检',\n",
       "    '免费班车',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122413246',\n",
       "   'coid': '2705936',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/122413246.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理（双休五险一金）',\n",
       "   'job_title': '互联网产品经理（双休五险一金）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2705936.html',\n",
       "   'company_name': '广州丹霄信息技术有限公司',\n",
       "   'providesalary_text': '1.8-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 10:03:36',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 五险一金 带薪年假 年终奖金 员工旅游 餐饮补贴',\n",
       "   'jobwelf_list': ['周末双休', '五险一金', '带薪年假', '年终奖金', '员工旅游', '餐饮补贴'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130986452',\n",
       "   'coid': '4718820',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/130986452.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4718820.html',\n",
       "   'company_name': '广州轻省网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 10:37:15',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 餐饮补贴 专业培训 提供工作餐 下午茶零食 生日福利 节日福利',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '专业培训',\n",
       "    '提供工作餐',\n",
       "    '下午茶零食',\n",
       "    '生日福利',\n",
       "    '节日福利'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '101516309',\n",
       "   'coid': '2288835',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/101516309.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（医疗互联网）',\n",
       "   'job_title': '产品经理（医疗互联网）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2288835.html',\n",
       "   'company_name': '广州默尼医疗技术有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-17 09:35:57',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '带薪年假 五险一金 节日福利 通讯补贴 员工旅游 弹性工作 年终奖金',\n",
       "   'jobwelf_list': ['带薪年假', '五险一金', '节日福利', '通讯补贴', '员工旅游', '弹性工作', '年终奖金'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '医疗设备\\\\/器械',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121902264',\n",
       "   'coid': '3820363',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/121902264.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3820363.html',\n",
       "   'company_name': '广州三毛信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 08:59:13',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 绩效奖金 弹性工作',\n",
       "   'jobwelf_list': ['专业培训', '绩效奖金', '弹性工作'],\n",
       "   'attribute_text': ['广州-越秀区', '3-4年经验', '本科', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '113826764',\n",
       "   'coid': '3721555',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/113826764.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3721555.html',\n",
       "   'company_name': '广州市金人投资管理有限公司',\n",
       "   'providesalary_text': '6-8千\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 00:23:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '年终奖金 绩效奖 下午茶 出国旅游机会 社保',\n",
       "   'jobwelf_list': ['年终奖金', '绩效奖', '下午茶', '出国旅游机会', '社保'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招若干人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '121903238',\n",
       "   'coid': '4415875',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/121903238.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4415875.html',\n",
       "   'company_name': '广州好智信息技术有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 17:24:54',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 带薪年假 节日福利 餐饮补贴 五险 专业培训 年终奖金 员工旅游',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '餐饮补贴',\n",
       "    '五险',\n",
       "    '专业培训',\n",
       "    '年终奖金',\n",
       "    '员工旅游'],\n",
       "   'attribute_text': ['广州-黄埔区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126789462',\n",
       "   'coid': '5861591',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/126789462.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5861591.html',\n",
       "   'company_name': '佛山小黄鱼网络科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-17 16:10:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 绩效奖金 带薪年假 节日福利 不定期下午茶 万胜围地铁口 老板nice 90后团队',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '绩效奖金',\n",
       "    '带薪年假',\n",
       "    '节日福利',\n",
       "    '不定期下午茶',\n",
       "    '万胜围地铁口',\n",
       "    '老板nice',\n",
       "    '90后团队'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '大专', '招2人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '75683269',\n",
       "   'coid': '3794258',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/75683269.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网产品经理',\n",
       "   'job_title': '互联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3794258.html',\n",
       "   'company_name': '广州动通信息科技有限公司',\n",
       "   'providesalary_text': '0.8-1万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-17 10:00:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 绩效奖金 股票期权',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '餐饮补贴', '绩效奖金', '股票期权'],\n",
       "   'attribute_text': ['广州-天河区', '1年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '126774804',\n",
       "   'coid': '2808680',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/126774804.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（互联网医疗）',\n",
       "   'job_title': '产品经理（互联网医疗）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2808680.html',\n",
       "   'company_name': '广州亚美信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '04-02',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-04-02 09:34:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 出国机会 员工旅游 定期体检 弹性工作 绩效奖金 年终奖',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '出国机会',\n",
       "    '员工旅游',\n",
       "    '定期体检',\n",
       "    '弹性工作',\n",
       "    '绩效奖金',\n",
       "    '年终奖'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127159086',\n",
       "   'coid': '3987865',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/127159086.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '互联网教育产品主管',\n",
       "   'job_title': '互联网教育产品主管',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3987865.html',\n",
       "   'company_name': '广州高分说信息科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:09:28',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 绩效奖金 社保',\n",
       "   'jobwelf_list': ['专业培训', '绩效奖金', '社保'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131822114',\n",
       "   'coid': '2509094',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131822114.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（门店通）',\n",
       "   'job_title': '产品经理（门店通）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2509094.html',\n",
       "   'company_name': '广州凡科互联网科技股份有限公司',\n",
       "   'providesalary_text': '0.9-1.1万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '3',\n",
       "   'issuedate': '2021-05-18 11:06:31',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '节日福利 带薪年假 弹性工作 年度体检 凡科学院 七险一金 周末双休 体育俱乐部 年度旅游 零食任性吃',\n",
       "   'jobwelf_list': ['节日福利',\n",
       "    '带薪年假',\n",
       "    '弹性工作',\n",
       "    '年度体检',\n",
       "    '凡科学院',\n",
       "    '七险一金',\n",
       "    '周末双休',\n",
       "    '体育俱乐部',\n",
       "    '年度旅游',\n",
       "    '零食任性吃'],\n",
       "   'attribute_text': ['广州-海珠区', '1年经验', '本科', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131750586',\n",
       "   'coid': '6291470',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131750586.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6291470.html',\n",
       "   'company_name': '广东嘀卜工业互联网科技有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '创业公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '8',\n",
       "   'issuedate': '2021-05-18 13:18:29',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 绩效奖金 弹性工作 专业培训',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '绩效奖金', '弹性工作', '专业培训'],\n",
       "   'attribute_text': ['广州-黄埔区', '10年以上经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131532021',\n",
       "   'coid': '5736970',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131532021.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（BS210030)',\n",
       "   'job_title': '产品经理（BS210030)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5736970.html',\n",
       "   'company_name': '上海比升互联网技术有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-17 10:57:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 餐饮补贴 交通补贴 专业培训 绩效奖金 年终奖金 弹性工作 周末双休',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '员工旅游',\n",
       "    '餐饮补贴',\n",
       "    '交通补贴',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '弹性工作',\n",
       "    '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '本科', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128573042',\n",
       "   'coid': '5306597',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128573042.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5306597.html',\n",
       "   'company_name': '德医汇(广州)互联网医院有限公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 10:56:22',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 带薪年假 法定节假日 员工旅游 专业培训 商业保险 五险',\n",
       "   'jobwelf_list': ['弹性工作', '带薪年假', '法定节假日', '员工旅游', '专业培训', '商业保险', '五险'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124095911',\n",
       "   'coid': '4668405',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/124095911.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4668405.html',\n",
       "   'company_name': '广州汇电云联互联网科技有限公司',\n",
       "   'providesalary_text': '1.2-2.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 08:48:25',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 周末双休 交通补贴 餐饮补贴 通讯补贴 定期体检 年终奖金 高温补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '周末双休',\n",
       "    '交通补贴',\n",
       "    '餐饮补贴',\n",
       "    '通讯补贴',\n",
       "    '定期体检',\n",
       "    '年终奖金',\n",
       "    '高温补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131092245',\n",
       "   'coid': '6474672',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131092245.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVjYBYQRgAjgBYgVhB2A.html',\n",
       "   'company_name': '广州哔哔互联网服务股份有限公司',\n",
       "   'providesalary_text': '0.7-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-13',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-13 19:42:29',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 专业培训 补充公积金 绩效奖金',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '专业培训', '补充公积金', '绩效奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '129849890',\n",
       "   'coid': '6308087',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/129849890.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6308087.html',\n",
       "   'company_name': '天宏小助礼互联网科技（广州）有限公司',\n",
       "   'providesalary_text': '1-2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-11',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-11 16:13:40',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 补充医疗保险 专业培训 定期体检 生日会 节假日福利 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '补充医疗保险', '专业培训', '定期体检', '生日会', '节假日福利', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124743155',\n",
       "   'coid': '5025660',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-yxq\\\\/124743155.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5025660.html',\n",
       "   'company_name': '柔济（广州）互联网科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030201',\n",
       "   'workarea_text': '广州-越秀区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 04:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 专业培训 股票期权 节日福利 晋升平台',\n",
       "   'jobwelf_list': ['绩效奖金', '专业培训', '股票期权', '节日福利', '晋升平台'],\n",
       "   'attribute_text': ['广州-越秀区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '制药\\\\/生物工程',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130131587',\n",
       "   'coid': '3982129',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/130131587.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'ToB产品经理（2021一键登录）',\n",
       "   'job_title': 'ToB产品经理（2021一键登录）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3982129.html',\n",
       "   'company_name': '中移互联网有限公司',\n",
       "   'providesalary_text': '1.4-2.5万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '04-29',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '国企',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-04-29 17:23:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 餐饮补贴 定期体检 通讯补贴 专业培训 免费班车 员工旅游 绩效奖金 年终奖金 交通补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '餐饮补贴',\n",
       "    '定期体检',\n",
       "    '通讯补贴',\n",
       "    '专业培训',\n",
       "    '免费班车',\n",
       "    '员工旅游',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '交通补贴'],\n",
       "   'attribute_text': ['广州', '3-4年经验', '本科', '招若干人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131914110',\n",
       "   'coid': '3905767',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131914110.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '物联网产品经理',\n",
       "   'job_title': '物联网产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3905767.html',\n",
       "   'company_name': '蜘点商业网络服务有限公司',\n",
       "   'providesalary_text': '1.5-2.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 04:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 股票期权 全勤奖 五险一金 带薪年假',\n",
       "   'jobwelf_list': ['员工旅游', '股票期权', '全勤奖', '五险一金', '带薪年假'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131893577',\n",
       "   'coid': '4831577',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/131893577.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（MRP方向） (MJ000656)',\n",
       "   'job_title': '产品经理（MRP方向） (MJ000656)',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4831577.html',\n",
       "   'company_name': '广州细刻网络科技有限公司',\n",
       "   'providesalary_text': '2-4万\\\\/月',\n",
       "   'workarea': '030207',\n",
       "   'workarea_text': '广州-番禺区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 04:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 节日福利 餐饮补贴 弹性工作 带薪年假 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '节日福利', '餐饮补贴', '弹性工作', '带薪年假', '年终奖金'],\n",
       "   'attribute_text': ['广州-番禺区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131889383',\n",
       "   'coid': '5212786',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131889383.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（护肤品）',\n",
       "   'job_title': '产品经理（护肤品）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5212786.html',\n",
       "   'company_name': '广州贝乐美科技有限公司',\n",
       "   'providesalary_text': '0.8-1.5万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 11:35:00',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 绩效奖金 年终奖金 员工旅游 全勤奖 节日福利 带薪年假 通讯补贴 五险一金',\n",
       "   'jobwelf_list': ['弹性工作',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '员工旅游',\n",
       "    '全勤奖',\n",
       "    '节日福利',\n",
       "    '带薪年假',\n",
       "    '通讯补贴',\n",
       "    '五险一金'],\n",
       "   'attribute_text': ['广州-白云区', '5-7年经验', '大专', '招3人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '快速消费品(食品、饮料、化妆品)',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131209165',\n",
       "   'coid': '3553678',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/131209165.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3553678.html',\n",
       "   'company_name': '广州学邦信息技术有限公司',\n",
       "   'providesalary_text': '1.3-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:26:48',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 定期体检 弹性工作 带薪年假 绩效奖金 节日福利 通讯补贴',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '定期体检',\n",
       "    '弹性工作',\n",
       "    '带薪年假',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '通讯补贴'],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '本科', '招2人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127877941',\n",
       "   'coid': '4697368',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/127877941.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品开发主管\\\\/专员（彩妆\\\\/护肤）',\n",
       "   'job_title': '产品开发主管\\\\/专员（彩妆\\\\/护肤）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4697368.html',\n",
       "   'company_name': '广州咻咻网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 04:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险 下午茶 产品福利 员工旅游 年终奖金',\n",
       "   'jobwelf_list': ['五险', '下午茶', '产品福利', '员工旅游', '年终奖金'],\n",
       "   'attribute_text': ['广州-天河区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127491882',\n",
       "   'coid': '6127731',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/127491882.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': 'APP产品经理',\n",
       "   'job_title': 'APP产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6127731.html',\n",
       "   'company_name': '广州亿聚盟科技有限公司',\n",
       "   'providesalary_text': '1.3-1.6万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:57:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 交通补贴 绩效奖金 通讯补贴 弹性工作 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '交通补贴', '绩效奖金', '通讯补贴', '弹性工作', '年终奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '计算机软件',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '124644817',\n",
       "   'coid': '2923414',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/124644817.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2923414.html',\n",
       "   'company_name': '广州卓腾科技有限公司',\n",
       "   'providesalary_text': '1.5-1.8万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 10:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 定期体检 专业培训 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '定期体检', '专业培训', '周末双休'],\n",
       "   'attribute_text': ['广州-天河区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131870831',\n",
       "   'coid': '3878690',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131870831.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3878690.html',\n",
       "   'company_name': '广州市广农数链信息科技有限公司',\n",
       "   'providesalary_text': '10-15万\\\\/年',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 10:33:23',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '专业培训 年终奖金 带薪年假 五险一金 绩效奖金 全勤奖 交通补贴 通讯补贴 餐饮补贴',\n",
       "   'jobwelf_list': ['专业培训',\n",
       "    '年终奖金',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '全勤奖',\n",
       "    '交通补贴',\n",
       "    '通讯补贴',\n",
       "    '餐饮补贴'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招2人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131870480',\n",
       "   'coid': '5402894',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-lwq\\\\/131870480.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理（微信\\\\/小程序\\\\/SaaS）',\n",
       "   'job_title': '产品经理（微信\\\\/小程序\\\\/SaaS）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5402894.html',\n",
       "   'company_name': '深圳市对庄科技有限公司',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030202',\n",
       "   'workarea_text': '广州-荔湾区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 11:44:47',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '弹性工作 通讯补贴 专业培训 员工旅游 年终奖金 绩效奖金 加班补贴',\n",
       "   'jobwelf_list': ['弹性工作', '通讯补贴', '专业培训', '员工旅游', '年终奖金', '绩效奖金', '加班补贴'],\n",
       "   'attribute_text': ['广州-荔湾区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131846584',\n",
       "   'coid': '3472636',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131846584.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '供应链产品经理（双休 五险一金）',\n",
       "   'job_title': '供应链产品经理（双休 五险一金）',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3472636.html',\n",
       "   'company_name': '广州爆米科技有限公司',\n",
       "   'providesalary_text': '2.5-3.5万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 14:37:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '包住宿 节日福利 绩效奖金 员工旅游',\n",
       "   'jobwelf_list': ['包住宿', '节日福利', '绩效奖金', '员工旅游'],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '大专', '招1人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131844959',\n",
       "   'coid': '2995725',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131844959.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '买手产品经理',\n",
       "   'job_title': '买手产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2995725.html',\n",
       "   'company_name': '广州星逸文化有限公司',\n",
       "   'providesalary_text': '1.2-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-17 10:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '员工旅游 绩效奖金 年终奖金 专业培训 五险一金 多次调薪 发展空间大 好企业 福利多 带薪假期',\n",
       "   'jobwelf_list': ['员工旅游',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '专业培训',\n",
       "    '五险一金',\n",
       "    '多次调薪',\n",
       "    '发展空间大',\n",
       "    '好企业',\n",
       "    '福利多',\n",
       "    '带薪假期'],\n",
       "   'attribute_text': ['广州', '5-7年经验', '大专', '招2人'],\n",
       "   'companysize_text': '500-1000人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131843029',\n",
       "   'coid': '4091208',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131843029.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品开发',\n",
       "   'job_title': '产品开发',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4091208.html',\n",
       "   'company_name': '广州蛋壳网络科技有限公司-HomeFacialPro',\n",
       "   'providesalary_text': '0.9-1.4万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '外资（非欧美）',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:47:26',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 弹性工作 定期体检 绩效奖金 补充公积金 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '弹性工作', '定期体检', '绩效奖金', '补充公积金', '年终奖金'],\n",
       "   'attribute_text': ['广州-海珠区', '2年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131483573',\n",
       "   'coid': '4455720',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou\\\\/131483573.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品开发主管',\n",
       "   'job_title': '产品开发主管',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4455720.html',\n",
       "   'company_name': '聚美贸易有限公司JOINME TRADING LIMITED',\n",
       "   'providesalary_text': '1.5-2万\\\\/月',\n",
       "   'workarea': '030200',\n",
       "   'workarea_text': '广州',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 11:54:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '绩效奖金 专业培训 员工旅游 提供社保 节日福利 年终奖金 带薪年假 五天半工作制 下午茶',\n",
       "   'jobwelf_list': ['绩效奖金',\n",
       "    '专业培训',\n",
       "    '员工旅游',\n",
       "    '提供社保',\n",
       "    '节日福利',\n",
       "    '年终奖金',\n",
       "    '带薪年假',\n",
       "    '五天半工作制',\n",
       "    '下午茶'],\n",
       "   'attribute_text': ['广州', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '贸易\\\\/进出口',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131363675',\n",
       "   'coid': '5455513',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/131363675.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5455513.html',\n",
       "   'company_name': '广州千宸信息科技有限公司',\n",
       "   'providesalary_text': '1.2-1.8万\\\\/月',\n",
       "   'workarea': '030205',\n",
       "   'workarea_text': '广州-白云区',\n",
       "   'updatedate': '05-17',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-17 17:00:01',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 员工旅游 专业培训 定期体检 绩效奖金 年终奖金 周末双休',\n",
       "   'jobwelf_list': ['五险一金', '员工旅游', '专业培训', '定期体检', '绩效奖金', '年终奖金', '周末双休'],\n",
       "   'attribute_text': ['广州-白云区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': ['communicate'],\n",
       "   'ad_track': '',\n",
       "   'jobid': '131360194',\n",
       "   'coid': '6503885',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/131360194.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/coVjZdPFIxAj8HagBrVDQ.html',\n",
       "   'company_name': '邦宁（广东）互联科技有限公司',\n",
       "   'providesalary_text': '1.5-3万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '1',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:16:33',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 年终奖金 股票期权 定期体检 公司氛围好 晋升空间大 公司前景好 带薪年假',\n",
       "   'jobwelf_list': ['五险一金',\n",
       "    '专业培训',\n",
       "    '绩效奖金',\n",
       "    '年终奖金',\n",
       "    '股票期权',\n",
       "    '定期体检',\n",
       "    '公司氛围好',\n",
       "    '晋升空间大',\n",
       "    '公司前景好',\n",
       "    '带薪年假'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '少于50人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '128775251',\n",
       "   'coid': '6095389',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/128775251.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '8K-12K 产品开发主管',\n",
       "   'job_title': '8K-12K 产品开发主管',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co6095389.html',\n",
       "   'company_name': '广州市加法网络科技有限公司',\n",
       "   'providesalary_text': '0.8-1.2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:54:19',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '周末双休 弹性工作 带薪年假 五险一金 绩效奖金 节日福利 专业培训 加班补贴 团建活动 年终旅游',\n",
       "   'jobwelf_list': ['周末双休',\n",
       "    '弹性工作',\n",
       "    '带薪年假',\n",
       "    '五险一金',\n",
       "    '绩效奖金',\n",
       "    '节日福利',\n",
       "    '专业培训',\n",
       "    '加班补贴',\n",
       "    '团建活动',\n",
       "    '年终旅游'],\n",
       "   'attribute_text': ['广州-海珠区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '50-150人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '127237982',\n",
       "   'coid': '4042879',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/127237982.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '智能硬件产品经理',\n",
       "   'job_title': '智能硬件产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co4042879.html',\n",
       "   'company_name': '广东渣渣宝科技有限公司',\n",
       "   'providesalary_text': '1-1.6万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:03:19',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 绩效奖金 交通补贴 周末双休 年终奖金',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '绩效奖金', '交通补贴', '周末双休', '年终奖金'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '本科', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '122396541',\n",
       "   'coid': '2895188',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/122396541.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '亚马逊产品经理',\n",
       "   'job_title': '亚马逊产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2895188.html',\n",
       "   'company_name': '广州才为电子技术发展有限公司',\n",
       "   'providesalary_text': '0.8-1.3万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 09:04:09',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '120422423',\n",
       "   'coid': '5392370',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/120422423.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co5392370.html',\n",
       "   'company_name': '广州合富科技有限公司',\n",
       "   'providesalary_text': '0.9-1.5万\\\\/月',\n",
       "   'workarea': '030204',\n",
       "   'workarea_text': '广州-天河区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '合资',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-18 04:00:45',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-天河区', '2年经验', '大专', '招1人'],\n",
       "   'companysize_text': '150-500人',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130158136',\n",
       "   'coid': '3846659',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/130158136.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品运营\\\\/产品BP',\n",
       "   'job_title': '产品运营\\\\/产品BP',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co3846659.html',\n",
       "   'company_name': '京东商城华南区域分公司',\n",
       "   'providesalary_text': '1-1.5万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '5',\n",
       "   'workyear': '5',\n",
       "   'issuedate': '2021-05-18 09:29:42',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '餐饮补贴 绩效奖金 包住 餐补 节日福利 弹性工作',\n",
       "   'jobwelf_list': ['餐饮补贴', '绩效奖金', '包住', '餐补', '节日福利', '弹性工作'],\n",
       "   'attribute_text': ['广州-黄埔区', '3-4年经验', '大专', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '117534328',\n",
       "   'coid': '2246900',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hpq\\\\/117534328.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '产品经理',\n",
       "   'job_title': '产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co2246900.html',\n",
       "   'company_name': '广州四三九九信息科技有限公司',\n",
       "   'providesalary_text': '1-1.8万\\\\/月',\n",
       "   'workarea': '030206',\n",
       "   'workarea_text': '广州-黄埔区',\n",
       "   'updatedate': '05-14',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '民营公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '4',\n",
       "   'issuedate': '2021-05-14 18:14:03',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '五险一金 专业培训 餐饮补贴 绩效奖金 年终奖金 定期体检',\n",
       "   'jobwelf_list': ['五险一金', '专业培训', '餐饮补贴', '绩效奖金', '年终奖金', '定期体检'],\n",
       "   'attribute_text': ['广州-黄埔区', '2年经验', '本科', '招3人'],\n",
       "   'companysize_text': '1000-5000人',\n",
       "   'companyind_text': '网络游戏',\n",
       "   'adid': ''},\n",
       "  {'type': 'engine_search_result',\n",
       "   'jt': '0',\n",
       "   'tags': [],\n",
       "   'ad_track': '',\n",
       "   'jobid': '130118812',\n",
       "   'coid': '1527376',\n",
       "   'effect': '1',\n",
       "   'is_special_job': '',\n",
       "   'job_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/130118812.html?s=sou_sou_soulb&amp;t=0',\n",
       "   'job_name': '线上产品经理',\n",
       "   'job_title': '线上产品经理',\n",
       "   'company_href': 'https:\\\\/\\\\/jobs.51job.com\\\\/all\\\\/co1527376.html',\n",
       "   'company_name': '同程艺龙',\n",
       "   'providesalary_text': '2-2.2万\\\\/月',\n",
       "   'workarea': '030203',\n",
       "   'workarea_text': '广州-海珠区',\n",
       "   'updatedate': '05-18',\n",
       "   'iscommunicate': '',\n",
       "   'companytype_text': '上市公司',\n",
       "   'degreefrom': '6',\n",
       "   'workyear': '6',\n",
       "   'issuedate': '2021-05-18 09:29:11',\n",
       "   'isFromXyz': '',\n",
       "   'isIntern': '0',\n",
       "   'jobwelf': '',\n",
       "   'jobwelf_list': [''],\n",
       "   'attribute_text': ['广州-海珠区', '5-7年经验', '本科', '招1人'],\n",
       "   'companysize_text': '10000人以上',\n",
       "   'companyind_text': '互联网\\\\/电子商务',\n",
       "   'adid': ''}],\n",
       " 'jobid_count': '828',\n",
       " 'banner_ads': '&lt;div class=\"mainleft s_search search_btm0\" id=\"banner_ads\"&gt;\\r\\n                                        &lt;table border=0 cellspacing=0 cellpadding=4&gt;&lt;tr&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212289\" onmousedown=\"return AdsClick(35212289)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/index.htm\" title=\"广东定格文化传播有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212289\\\\/39.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35212295\" onmousedown=\"return AdsClick(35212295)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/index.htm\" title=\"广州市图美广告材料有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35213\\\\/35212295\\\\/41.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35252748\" onmousedown=\"return AdsClick(35252748)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/gz\\\\/35252748\\\\/index.htm\" title=\"捷普电子（广州）有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35253\\\\/35252748\\\\/jp150.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35287308\" onmousedown=\"return AdsClick(35287308)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/index.htm\" title=\"广州大晟健康管理有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35288\\\\/35287308\\\\/dc150-60.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244159\" onmousedown=\"return AdsClick(35244159)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244159\\\\/index.htm\" title=\"纯雅（广州）香精有限公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244159\\\\/3.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n\\t&lt;td&gt;&lt;a adid=\"35244187\" onmousedown=\"return AdsClick(35244187)\" href=\"https:\\\\/\\\\/companyadc.51job.com\\\\/companyads\\\\/2021\\\\/ya\\\\/35244187\\\\/index.htm\" title=\"高化学（上海）国际贸易有限公司广州分公司\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/images\\\\/ads\\\\/36\\\\/35245\\\\/35244187\\\\/5.gif\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\n&lt;\\\\/tr&gt;\\n&lt;\\\\/table&gt;                    &lt;table border=0 cellspacing=0 cellpadding=4&gt;\\r\\n                        &lt;tr&gt;\\r\\n                            &lt;td&gt;&lt;a href=\"https:\\\\/\\\\/edu.51job.com\" target=\"_blank\" onfocus=\"blur()\"&gt;&lt;img src=\"\\\\/\\\\/img05.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20200618\\\\/ad\\\\/eduad.png\" border=\"0\" width=\"150\" height=\"60\"&gt;&lt;\\\\/a&gt;&lt;\\\\/td&gt;\\r\\n                        &lt;\\\\/tr&gt;\\r\\n                    &lt;\\\\/table&gt;\\r\\n                                &lt;\\\\/div&gt;',\n",
       " 'is_collapseexpansion': '',\n",
       " 'co_ads': [],\n",
       " 'keyword_recommendation': {'title': '猜你喜欢',\n",
       "  'data_type': '1',\n",
       "  'keyword': '互联网',\n",
       "  'data': [{'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E9%2587%2591%25E8%259E%258D,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网金融',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网金融'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E9%2594%2580%25E5%2594%25AE,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网销售',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网销售'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E8%25BD%25AF%25E4%25BB%25B6,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网软件',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网软件'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E8%25BF%2590%25E8%2590%25A5,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网运营',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网运营'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E8%2590%25A5%25E9%2594%2580,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网营销',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网营销'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%2B%25E7%2594%25B5%25E5%2595%2586,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网 电商',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网 电商'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E7%25BB%258F%25E7%25BA%25AA%25E4%25BA%25BA,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网经纪人',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网经纪人'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591%25E4%25BA%25A7%25E5%2593%2581,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '互联网产品',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a互联网产品'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E7%25A7%25BB%25E5%258A%25A8%25E4%25BA%2592%25E8%2581%2594%25E7%25BD%2591,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '移动互联网',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a移动互联网'},\n",
       "   {'href': 'https:\\\\/\\\\/search.51job.com\\\\/list\\\\/030200,000000,6602,32,9,99,%25E7%25BD%2591%25E7%25BB%259C,2,1.html?lang=c&amp;postchannel=0000&amp;workyear=99&amp;cotype=99&amp;degreefrom=99&amp;jobterm=99&amp;companysize=99&amp;ord_field=0&amp;dibiaoid=0&amp;line=&amp;welfare=',\n",
       "    'text': '网络',\n",
       "    'click': '15\\x1a1\\x1a1621334686091\\x1a\\x1aa8bbaf8d5fcc4c040a749e1e9bc18492\\x1a61.242.54.23\\x1a1\\x1a互联网\\x1a互联网金融,互联网销售,互联网软件,互联网运营,互联网营销,互联网 电商,互联网经纪人,互联网产品,移动互联网,网络\\x1a网络'}]},\n",
       " 'search_condition': {'lang': 'c',\n",
       "  'keywordtype': '2',\n",
       "  'ord_field': '0',\n",
       "  'jobarea': '030200',\n",
       "  'curr_page': '1',\n",
       "  'district': '000000',\n",
       "  'dibiaoid': '0',\n",
       "  'postchannel': '0000',\n",
       "  'reservechannel': '00000000',\n",
       "  'issuedate': '9',\n",
       "  'providesalary': '99',\n",
       "  'degreefrom': '99',\n",
       "  'companysize': '99',\n",
       "  'cotype': '99',\n",
       "  'workyear': '99',\n",
       "  'industrytype': '32',\n",
       "  'funtype': '6602',\n",
       "  'jobterm': '99',\n",
       "  'keyword': '互联网',\n",
       "  'welfare': '',\n",
       "  'address': '',\n",
       "  'line': '',\n",
       "  'confirmdate': '9',\n",
       "  'radius': '-1',\n",
       "  'lonlat': '0,0'},\n",
       " 'searched_condition': '互联网(全文)+广州+互联网\\\\/电子商务+产品经理\\\\/主管',\n",
       " 'curr_page': '1',\n",
       " 'total_page': '17',\n",
       " 'keyword_ads': [],\n",
       " 'job_search_assistance': [{'url': 'https:\\\\/\\\\/edu.51job.com\\\\/lesson_detail.php?lessonid=10602',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/train\\\\/20191220\\\\/10602.jpg?1620804516',\n",
       "   'txt': '面试中的说话之道',\n",
       "   'vtxt': '面试 求职 沟通技巧',\n",
       "   'startdate': '2020-07-28',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'http:\\\\/\\\\/trace.51job.com\\\\/mktrace.php?tag=lagoupc001&amp;u=aHR0cHM6Ly9lZHUuNTFqb2IuY29tL2xlc3Nvbl9kZXRhaWwucGhwP2xlc3NvbmlkPTM3MDA1&amp;k=1723ecdccac56be829f70a5cf594c656',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/zn\\\\/banner\\\\/2020\\\\/0916\\\\/lg\\\\/fenxi960.png?1619327098',\n",
       "   'txt': '数据分析薪资高、人才缺口大',\n",
       "   'vtxt': 'Top20%学员大厂定向直推',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'},\n",
       "  {'url': 'https:\\\\/\\\\/i.51job.com\\\\/payservice\\\\/optimizeresume\\\\/introduce.php?lang=c&amp;mark=jlyh_pcsearch',\n",
       "   'img': '\\\\/\\\\/img01.51jobcdn.com\\\\/im\\\\/mkt\\\\/tg\\\\/2021banner\\\\/jl_3\\\\/960_540.jpg?1619327089',\n",
       "   'txt': '一次完美简历升级，成为offer收割机',\n",
       "   'vtxt': '高薪求职第一步',\n",
       "   'startdate': '2021-02-01',\n",
       "   'enddate': '2021-12-31',\n",
       "   'indexform': '',\n",
       "   'isdefault': '0'}],\n",
       " 'seo_title': '【广州,互联网,产品经理\\\\/主管,互联网\\\\/电子商务招聘，求职】-前程无忧',\n",
       " 'seo_description': '前程无忧为您提供广州,互联网,产品经理\\\\/主管,互联网\\\\/电子商务招聘，求职信息。网聚全国各城市的人才信息，找好工作，找好员工，上前程无忧。',\n",
       " 'seo_keywords': '找工作,求职,人才,招聘'}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results = eval(__SEARCH_RESULT__)\n",
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'17'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 获取总页数数量\n",
    "total_page = results['total_page']\n",
    "total_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,1.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,2.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,3.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,4.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,5.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,6.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,7.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,8.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,9.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,10.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,11.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,12.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,13.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,14.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,15.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,16.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=',\n",
       " 'https://search.51job.com/list/030200,000000,6602,32,9,99,%E4%BA%92%E8%81%94%E7%BD%91,2,17.html?lang=c&stype=1&postchannel=0000&workyear=99&cotype=99°reefrom=99&jobterm=99&companysize=99&lonlat=0%2C0&radius=-1&ord_field=0&confirmdate=9&fromType=&dibiaoid=0&address=&line=&specialarea=00&from=&welfare=']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url_split = generate_url.split(',')\n",
    "page_url_split = generate_url.split(',')[8].split('.')\n",
    "url_group = []\n",
    "\n",
    "for i in range(1,int(total_page)+1):\n",
    "    # 修改链接页数\n",
    "    page_url_split[0] = str(i)\n",
    "    url_split[8] = \".\".join(page_url_split)\n",
    "    url_complete = \",\".join(url_split)\n",
    "    url_group.append(url_complete)\n",
    "    \n",
    "url_group"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_df = []\n",
    "for i in (url_group):\n",
    "    r = session.get(i)\n",
    "    __SEARCH_RESULT__ = r.html.xpath('//script')[-4].html.split('__SEARCH_RESULT__ = ')[1].split('</script>')[0]\n",
    "    results = eval(__SEARCH_RESULT__)\n",
    "    df = pd.DataFrame(results['engine_search_result'])[['job_name','company_name','job_href','attribute_text','companyind_text','issuedate']]\n",
    "    list_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>job_name</th>\n",
       "      <th>company_name</th>\n",
       "      <th>job_href</th>\n",
       "      <th>attribute_text</th>\n",
       "      <th>companyind_text</th>\n",
       "      <th>issuedate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州天源信息科技股份有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou\\/118530514...</td>\n",
       "      <td>[广州, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 10:00:30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州爱奇技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13179...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-18 16:52:58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州好智信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12190...</td>\n",
       "      <td>[广州-黄埔区, 1年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 17:24:54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州市悦到信息科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12820...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 16:45:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>广州网融信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11088...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 大专, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-18 13:37:12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>831</th>\n",
       "      <td>31</td>\n",
       "      <td>产品专员（双休五险一金）</td>\n",
       "      <td>广州丹霄信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12167...</td>\n",
       "      <td>[广州-天河区, 在校生\\/应届生, 本科, 招1人]</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2021-05-18 10:03:36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>832</th>\n",
       "      <td>32</td>\n",
       "      <td>产品开发（应届生优先考虑）</td>\n",
       "      <td>广州营趣行帆科技有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12594...</td>\n",
       "      <td>[广州-白云区, 在校生\\/应届生, 本科, 招3人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-14 12:17:22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>833</th>\n",
       "      <td>33</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>同程艺龙</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13134...</td>\n",
       "      <td>[广州-海珠区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-04-29 10:00:01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>834</th>\n",
       "      <td>34</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>千音网络科技（广州）有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12839...</td>\n",
       "      <td>[广州-天河区, 3-4年经验, 本科, 招1人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-18 09:57:37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>35</td>\n",
       "      <td>产品交互设计师</td>\n",
       "      <td>上海翡翠东方网络信息技术有限公司</td>\n",
       "      <td>https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11165...</td>\n",
       "      <td>[广州-天河区, 2年经验, 招若干人]</td>\n",
       "      <td>互联网\\/电子商务</td>\n",
       "      <td>2021-05-18 10:06:23</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>836 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     index       job_name      company_name  \\\n",
       "0        0        互联网产品经理    广州天源信息科技股份有限公司   \n",
       "1        1        互联网产品经理        广州爱奇技术有限公司   \n",
       "2        2        互联网产品经理      广州好智信息技术有限公司   \n",
       "3        3        互联网产品经理     广州市悦到信息科技有限公司   \n",
       "4        4        互联网产品经理      广州网融信息技术有限公司   \n",
       "..     ...            ...               ...   \n",
       "831     31   产品专员（双休五险一金）      广州丹霄信息技术有限公司   \n",
       "832     32  产品开发（应届生优先考虑）      广州营趣行帆科技有限公司   \n",
       "833     33           产品经理              同程艺龙   \n",
       "834     34           产品经理    千音网络科技（广州）有限公司   \n",
       "835     35        产品交互设计师  上海翡翠东方网络信息技术有限公司   \n",
       "\n",
       "                                              job_href  \\\n",
       "0    https:\\/\\/jobs.51job.com\\/guangzhou\\/118530514...   \n",
       "1    https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13179...   \n",
       "2    https:\\/\\/jobs.51job.com\\/guangzhou-hpq\\/12190...   \n",
       "3    https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/12820...   \n",
       "4    https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/11088...   \n",
       "..                                                 ...   \n",
       "831  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12167...   \n",
       "832  https:\\/\\/jobs.51job.com\\/guangzhou-byq\\/12594...   \n",
       "833  https:\\/\\/jobs.51job.com\\/guangzhou-hzq\\/13134...   \n",
       "834  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/12839...   \n",
       "835  https:\\/\\/jobs.51job.com\\/guangzhou-thq\\/11165...   \n",
       "\n",
       "                  attribute_text companyind_text            issuedate  \n",
       "0          [广州, 3-4年经验, 本科, 招1人]           计算机软件  2021-05-18 10:00:30  \n",
       "1     [广州-海珠区, 3-4年经验, 本科, 招若干人]       互联网\\/电子商务  2021-05-18 16:52:58  \n",
       "2        [广州-黄埔区, 1年经验, 本科, 招1人]           计算机软件  2021-05-18 17:24:54  \n",
       "3      [广州-海珠区, 3-4年经验, 本科, 招1人]           计算机软件  2021-05-18 16:45:12  \n",
       "4      [广州-海珠区, 3-4年经验, 大专, 招1人]       互联网\\/电子商务  2021-05-18 13:37:12  \n",
       "..                           ...             ...                  ...  \n",
       "831  [广州-天河区, 在校生\\/应届生, 本科, 招1人]           计算机软件  2021-05-18 10:03:36  \n",
       "832  [广州-白云区, 在校生\\/应届生, 本科, 招3人]       互联网\\/电子商务  2021-05-14 12:17:22  \n",
       "833    [广州-海珠区, 3-4年经验, 本科, 招1人]       互联网\\/电子商务  2021-04-29 10:00:01  \n",
       "834    [广州-天河区, 3-4年经验, 本科, 招1人]       互联网\\/电子商务  2021-05-18 09:57:37  \n",
       "835         [广州-天河区, 2年经验, 招若干人]       互联网\\/电子商务  2021-05-18 10:06:23  \n",
       "\n",
       "[836 rows x 7 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(list_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51job.xlsx',mode='w',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位列表页')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 获取详细页内容"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-pyq\\\\/128728959.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/121676149.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-byq\\\\/125943528.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-hzq\\\\/131345082.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/128398635.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https:\\\\/\\\\/jobs.51job.com\\\\/guangzhou-thq\\\\/111650184.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list = df_all['job_href'].tolist()\n",
    "href_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       " 'https://jobs.51job.com/guangzhou-pyq/130863332.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/128320714.html?s=sou_sou_soulb&amp;t=0',\n",
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       " 'https://jobs.51job.com/guangzhou/124956866.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/127052383.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/130426888.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/126327882.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-pyq/128728959.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/121676149.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-byq/125943528.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-hzq/131345082.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/128398635.html?s=sou_sou_soulb&amp;t=0',\n",
       " 'https://jobs.51job.com/guangzhou-thq/111650184.html?s=sou_sou_soulb&amp;t=0']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "href_list_accurate = [i.replace('\\\\','') for i in href_list]\n",
    "href_list_accurate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session.get(href_list_accurate[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "detail_df = {}\n",
    "total_df = []\n",
    "for i in href_list_accurate[:25]:\n",
    "    r = session.get(i)\n",
    "    职位信息_xpath = '//div[@class=\"tBorderTop_box\"]/div[@class=\"bmsg job_msg inbox\"]/p/text()'\n",
    "    职位名称_xpath = '//div[@class=\"cn\"]/h1/@title'\n",
    "    职位信息 = r.html.xpath(职位信息_xpath)\n",
    "    职位信息_合并 = \"\".join(职位信息)\n",
    "    职位名称 = r.html.xpath(职位名称_xpath)\n",
    "    detail_df[\"职位名称\"] = 职位名称\n",
    "    detail_df[\"职位信息\"] = 职位信息_合并\n",
    "    detail_df[\"链接\"] = i\n",
    "    df = pd.DataFrame(detail_df)\n",
    "    total_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>职位名称</th>\n",
       "      <th>职位信息</th>\n",
       "      <th>链接</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1、研究收集用户需求，分析调研结果，独立完成产品框架原型，完成产品功能定义、产品原型设计、产...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/118530514.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1. 负责公司互联网产品设计与管理工作，跟进产品需求到实现的闭环；2. 对用户心理和深层次需...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131791501...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责：1.负责业务需求，完成需求分析，产品策划；2.研究市场和用户需求，了解用户可用性测...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/121903238...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>（1）根据公司战略，参与市场需求调研、分析、产品定位、规划，为开发团队提供明确的产品资料文档...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/128201329...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责1、负责软件产品规划及设计工作；能够深入了解场景，洞悉用户需求、梳理业务流程，分析问...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/110884313...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>一、岗位职责：1、负责业务调研及系统需求分析，完成业务调研报告与需求规格说明书编写；2、负责...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131341559...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>【岗位职责】1、负责协助产品的需求采集，需求分析，用户体验研究；2、负责分析挖掘用户需求，以...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130986452...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理（双休五险一金）</td>\n",
       "      <td>本科及以上学历，年以上产品经理经验；   良好的英文沟通能力（听、读、写）      职责描...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/122413246...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1、 结合公司战略业务需要，负责核心产品及场景搭建，产品策略落地负责。2、 对市场现状及竞品...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/119262327...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网教育产品主管</td>\n",
       "      <td>职位描述：1、负责公司教育类产品的策划工作，包括移动端和网页端产品、品牌宣传。2、参与需求调...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/127159086.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责：1、独立完成三毛游文化旅游内容知识付费平台的需求分析、原型设计、需求设计、开发推进...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/121902264...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>1、有电商行业设计经验2、有O2O平台或 售后服务平台设计经验1、 熟练使用Axure/Sk...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/113826764...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网/大数据产品经理</td>\n",
       "      <td>岗位职责：1、负责针对目标行业和业务展开市场调研和分析，并对拟孵化的产品和业务进行竞品分析和...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/130793155...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责：1、负责产品需求调研与分析，完成产品原型设计，编写产品需求文档、设计文档和用户手册...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/130086444.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责：1、负责平台整体的产品规划、功能设计，和运营、研发技术团队协同配合实现落地；2、通...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/126789462...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>互联网产品经理</td>\n",
       "      <td>岗位职责1、负责撰写相关模块产品PRD文档、产品用户手册及客户培训资料2、参与产品生命周期的...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/75683269....</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（医疗互联网）</td>\n",
       "      <td>岗位职责：1、根据公司战略规划，负责妇产科相关平台产品的中长期规划；2、组织需求调研、收集、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/101516309.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>（中医行业）互联网产品经理</td>\n",
       "      <td>1、负责公司中医药创新项目相关（软硬件）产品的标准化工作，输出产品需求文档；2、以增强“临床...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-pyq/127862913...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（互联网医疗）</td>\n",
       "      <td>工作职责：1.负责需求分析及规划，完成产品原型、业务流程和交互界面设计，撰写产品文档；2.竞...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou/126774804.htm...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1、负责软件产品的策划，包括目标用户分析、业务价值定位、产品原型开发、产品立项等；2、与内外...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/131750586...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>职责描述：1、根据公司战略规划，规划产品的发展方向并推动落地执行；  2、负责产品的规划和设...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-yxq/124743155...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（门店通） (职位编号：faisco001564)</td>\n",
       "      <td>上市以来，凡科通过为企业用户提供多元、高效、易用的互联网工具，已帮助了越来越多的企业有效降低...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hzq/131822114...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1、负责产品需求采集、分析、设计、需求闭环管理。2、负责分析挖掘用户需求，以用户为中心设计产...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/128573042...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>岗位职责：１、负责产品/项目需求调研的执行，包含收集客户需求等，确保能够获取高质量需求；２、...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-hpq/124095911...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>产品经理（BS210030)</td>\n",
       "      <td>1.负责公司自研平台产品的需求分析、功能规划，并输出高质量交互设计与PRD文档；2.配合并协...</td>\n",
       "      <td>https://jobs.51job.com/guangzhou-thq/131532021...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index                           职位名称  \\\n",
       "0       0                        互联网产品经理   \n",
       "1       0                        互联网产品经理   \n",
       "2       0                        互联网产品经理   \n",
       "3       0                        互联网产品经理   \n",
       "4       0                        互联网产品经理   \n",
       "5       0                        互联网产品经理   \n",
       "6       0                        互联网产品经理   \n",
       "7       0                互联网产品经理（双休五险一金）   \n",
       "8       0                        互联网产品经理   \n",
       "9       0                      互联网教育产品主管   \n",
       "10      0                        互联网产品经理   \n",
       "11      0                        互联网产品经理   \n",
       "12      0                    互联网/大数据产品经理   \n",
       "13      0                        互联网产品经理   \n",
       "14      0                        互联网产品经理   \n",
       "15      0                        互联网产品经理   \n",
       "16      0                    产品经理（医疗互联网）   \n",
       "17      0                  （中医行业）互联网产品经理   \n",
       "18      0                    产品经理（互联网医疗）   \n",
       "19      0                           产品经理   \n",
       "20      0                           产品经理   \n",
       "21      0  产品经理（门店通） (职位编号：faisco001564)   \n",
       "22      0                           产品经理   \n",
       "23      0                           产品经理   \n",
       "24      0                 产品经理（BS210030)   \n",
       "\n",
       "                                                 职位信息  \\\n",
       "0   1、研究收集用户需求，分析调研结果，独立完成产品框架原型，完成产品功能定义、产品原型设计、产...   \n",
       "1   1. 负责公司互联网产品设计与管理工作，跟进产品需求到实现的闭环；2. 对用户心理和深层次需...   \n",
       "2   岗位职责：1.负责业务需求，完成需求分析，产品策划；2.研究市场和用户需求，了解用户可用性测...   \n",
       "3   （1）根据公司战略，参与市场需求调研、分析、产品定位、规划，为开发团队提供明确的产品资料文档...   \n",
       "4   岗位职责1、负责软件产品规划及设计工作；能够深入了解场景，洞悉用户需求、梳理业务流程，分析问...   \n",
       "5   一、岗位职责：1、负责业务调研及系统需求分析，完成业务调研报告与需求规格说明书编写；2、负责...   \n",
       "6   【岗位职责】1、负责协助产品的需求采集，需求分析，用户体验研究；2、负责分析挖掘用户需求，以...   \n",
       "7   本科及以上学历，年以上产品经理经验；   良好的英文沟通能力（听、读、写）      职责描...   \n",
       "8   1、 结合公司战略业务需要，负责核心产品及场景搭建，产品策略落地负责。2、 对市场现状及竞品...   \n",
       "9   职位描述：1、负责公司教育类产品的策划工作，包括移动端和网页端产品、品牌宣传。2、参与需求调...   \n",
       "10  岗位职责：1、独立完成三毛游文化旅游内容知识付费平台的需求分析、原型设计、需求设计、开发推进...   \n",
       "11  1、有电商行业设计经验2、有O2O平台或 售后服务平台设计经验1、 熟练使用Axure/Sk...   \n",
       "12  岗位职责：1、负责针对目标行业和业务展开市场调研和分析，并对拟孵化的产品和业务进行竞品分析和...   \n",
       "13  岗位职责：1、负责产品需求调研与分析，完成产品原型设计，编写产品需求文档、设计文档和用户手册...   \n",
       "14  岗位职责：1、负责平台整体的产品规划、功能设计，和运营、研发技术团队协同配合实现落地；2、通...   \n",
       "15  岗位职责1、负责撰写相关模块产品PRD文档、产品用户手册及客户培训资料2、参与产品生命周期的...   \n",
       "16  岗位职责：1、根据公司战略规划，负责妇产科相关平台产品的中长期规划；2、组织需求调研、收集、...   \n",
       "17  1、负责公司中医药创新项目相关（软硬件）产品的标准化工作，输出产品需求文档；2、以增强“临床...   \n",
       "18  工作职责：1.负责需求分析及规划，完成产品原型、业务流程和交互界面设计，撰写产品文档；2.竞...   \n",
       "19  1、负责软件产品的策划，包括目标用户分析、业务价值定位、产品原型开发、产品立项等；2、与内外...   \n",
       "20  职责描述：1、根据公司战略规划，规划产品的发展方向并推动落地执行；  2、负责产品的规划和设...   \n",
       "21  上市以来，凡科通过为企业用户提供多元、高效、易用的互联网工具，已帮助了越来越多的企业有效降低...   \n",
       "22  1、负责产品需求采集、分析、设计、需求闭环管理。2、负责分析挖掘用户需求，以用户为中心设计产...   \n",
       "23  岗位职责：１、负责产品/项目需求调研的执行，包含收集客户需求等，确保能够获取高质量需求；２、...   \n",
       "24  1.负责公司自研平台产品的需求分析、功能规划，并输出高质量交互设计与PRD文档；2.配合并协...   \n",
       "\n",
       "                                                   链接  \n",
       "0   https://jobs.51job.com/guangzhou/118530514.htm...  \n",
       "1   https://jobs.51job.com/guangzhou-hzq/131791501...  \n",
       "2   https://jobs.51job.com/guangzhou-hpq/121903238...  \n",
       "3   https://jobs.51job.com/guangzhou-hzq/128201329...  \n",
       "4   https://jobs.51job.com/guangzhou-hzq/110884313...  \n",
       "5   https://jobs.51job.com/guangzhou-thq/131341559...  \n",
       "6   https://jobs.51job.com/guangzhou-thq/130986452...  \n",
       "7   https://jobs.51job.com/guangzhou-thq/122413246...  \n",
       "8   https://jobs.51job.com/guangzhou-thq/119262327...  \n",
       "9   https://jobs.51job.com/guangzhou/127159086.htm...  \n",
       "10  https://jobs.51job.com/guangzhou-yxq/121902264...  \n",
       "11  https://jobs.51job.com/guangzhou-thq/113826764...  \n",
       "12  https://jobs.51job.com/guangzhou-thq/130793155...  \n",
       "13  https://jobs.51job.com/guangzhou/130086444.htm...  \n",
       "14  https://jobs.51job.com/guangzhou-hzq/126789462...  \n",
       "15  https://jobs.51job.com/guangzhou-thq/75683269....  \n",
       "16  https://jobs.51job.com/guangzhou/101516309.htm...  \n",
       "17  https://jobs.51job.com/guangzhou-pyq/127862913...  \n",
       "18  https://jobs.51job.com/guangzhou/126774804.htm...  \n",
       "19  https://jobs.51job.com/guangzhou-hpq/131750586...  \n",
       "20  https://jobs.51job.com/guangzhou-yxq/124743155...  \n",
       "21  https://jobs.51job.com/guangzhou-hzq/131822114...  \n",
       "22  https://jobs.51job.com/guangzhou-thq/128573042...  \n",
       "23  https://jobs.51job.com/guangzhou-hpq/124095911...  \n",
       "24  https://jobs.51job.com/guangzhou-thq/131532021...  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_all = pd.concat(total_df).reset_index()\n",
    "display(df_all)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "with pd.ExcelWriter('data_out/51job.xlsx',mode='a',engine=\"openpyxl\") as writer:  \n",
    "            df_all.to_excel(writer, sheet_name='职位详细页_前25')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.3"
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